Forecasting Stock Price Using Multiple Regression in Machine Learning
Keywords:
Machine Learning, Multiple Regression, algorithms, Python programming
Abstract
Stock value gauging is an occurrence and vital theme in monetary and scholarly examinations. It is a fundamental endeavour and a remarkable investigation region in the monetary space as putting resources into the stock involves more noteworthy risk. Different occasions may affect public opinions and feelings, which might influence financial exchange costs. Due to reliance on various variables, the stock costs are dynamic and not static, to a great extent boisterous and nonlinear time series information. Machine Learning has been applied to this assessment locale considering its mind-blowing learning capacity. AI computations have made a radiant impact in deciding stocks exactly. Strategies are given learning for stock worth expectation work on displaying the learning-based markers. In light of everything, doing successful figures in the monetary trade is a critical test. The essential mark of the endeavour is to zero in on the usage of Regression-based Machines getting the hang of sorting out some way to conjecture stock characteristics. This paper explains the collection of irrefutable data and changes the rough data into graphical design using python programming. Likewise, equations estimations for the elements like Momentum, Volatility, Index Momentum, Stock Momentum and Sector Momentum are clarified in the report.
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116. Singla M.K., Gupta J., Nijhawan P., Ganguli S., Rajest S.S. (2020) Development of an Efficient, Cheap, and Flexible IoT-Based Wind Turbine Emulator. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
117. Rajasekaran R., Rasool F., Srivastava S., Masih J., Rajest S.S. (2020) Heat Maps for Human Group Activity in Academic Blocks. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
118. S. Suman Rajest, D.K. Sharma, R. Regin and Bhopendra Singh, “Extracting Related Images from E-commerce Utilizing Supervised Learning”, Innovations in Information and Communication Technology Series, pp. 033-045, 28 February, 2021.
119. Souvik Ganguli, Abhimanyu Kumar, Gagandeep Kaur, Prasanta Sarkar and S. Suman Rajest, “A global optimization technique for modeling and control of permanent magnet synchronous motor drive”, Innovations in Information and Communication Technology Series, pp. 074-081, 28 February, 2021.
120. Jappreet Kaur, Tejpal Singh Kochhar, Souvik Ganguli and S. Suman Rajest, “Evolution of Management System Certification: An overview”, Innovations in Information and Communication Technology Series, pp. 082-092, 28 February, 2021.
121. R. Regin, S. Suman Rajest and Bhopendra Singh, “Spatial Data Mining Methods Databases and Statistics Point of Views”, Innovations in Information and Communication Technology Series, pp. 103-109, 28 February, 2021.
122. D. Hemavathi, V. R. Kumar, R. Regin, S. S. Rajest, K. Phasinam and S. Singh, "Technical Support for Detection and Prediction of Rainfall," 2021 2nd International Conference on Smart Electronics and Communication (ICOSEC), 2021, pp. 1629-1634, doi: 10.1109/ICOSEC51865.2021.9591762.
123. Jayakumar P., Suman Rajest S., Aravind B.R. (2022) An Empirical Study on the Effectiveness of Online Teaching and Learning Outcomes with Regard to LSRW Skills in COVID-19 Pandemic. In: Hamdan A., Hassanien A.E., Mescon T., Alareeni B. (eds) Technologies, Artificial Intelligence and the Future of Learning Post-COVID-19. Studies in Computational Intelligence, vol 1019. Springer, Cham. https://doi.org/10.1007/978-3-030-93921-2_27
124. D. Kem, “Reshaping education: Teaching and Learning powered by ICT,” International Journal of Advance Education and Research, vol. 5, no. 5, pp. 68-72, 2020.
125. D. Kem, “National education policy and inclusion,” International Journal of Education Research, vol. 4, no. 11, pp. 11-22, 2020.
126. D. Kem, “Social inclusion through skill development in India,” International Journal of Creative Research Thoughts, vol. 9, no. 10, p. 550-a558, 2021.
127. D. Kem, “New Media democracy: Expressions and propaganda,” International Research Journal of Management Sociology and Humanities, vol. 12, no. 5, pp. 193-200, 2021.
128. D. Kem, “Strengthening online education: Challenges and opportunities in India,” International Journal of Humanities and Social Science Invention, vol. 11, no. 05, pp. 01-12, 2022.
129. F Rabbi, S Bature, M Omari, K Jermsittiparsert, “ The Mediating Effect of University Role in Determining the Relationship between Entrepreneurial Orientation, Entrepreneurial Perception and New Venture Creation: A Thai Case Study”, International Journal of Innovation, Creativity and Change, Vol. 6 (10), 278-298, 2019.
130. Rabbi, F., & Almutairi, S. S. “Corporate tax avoidance practices of multinationals and country responses to improve quality of compliance”. International Journal for Quality Research, 15(1), 21-44, 2021.
131. Alharbi, Yousef; Rabbi, Fazle; Alqahtani, Rabee, “ Understanding University Student’s Intention To Use Quality Cloud Storage Services”, International Journal for Quality Research, Vol. 14 Issue 1, p313-324, 2020.
132. F Rabbi, “ A review of the recent trends in the use of machine learning in business’, International Journal of Artificial Intelligence and Machine Learning Vol.1 (1), 1-6, 2019.
133. F Rabbi, “ A review of the use of machine learning techniques by social media enterprises”, Journal of Contemporary Scientific Research, Vol.2 (4), pp. 1-14, 2018.
134. M Azeroual, Y Boujoudar, K Bhagat, L El Iysaouy, A Aljarbouh, et al.,, “ Fault location and detection techniques in power distribution systems with distributed generation: Kenitra City (Morocco) as a case study.” Electric Power Systems Research, Volume 209, August 2022, 108026.
135. Azeroual M, Boujoudar Y, Iysaouy LE, et al. Energy management and control system for microgrid based wind-PV-battery using multi-agent systems. Wind Engineering. February 2022. doi:10.1177/0309524X221075583
136. Fazle Rabbi , Nasir Abdul Jalil , S. Suman Rajest , R. Regin, “ An Approximation For Monitoring The Efficiency Of Cooperative Across Diverse Network Aspects”, Webology, Volume 17, No 2, 2020, Pages: 1234-1247
137. U Kumar, C Khatun, MS Islam, N Kao, F Rabbi, M Maniruzzaman, et al., “ Effect of Drum Pressure on Flow Accelerated Corrosion in Gas Fired Combined Cycle Power Plant: A Case Study and Literature Review”, Research Communication in Engineering Science & Technology, 2, 17-27, 2019.
138. F Rabbi, “ Recent Trends in the Use of Machine Learning Techniques in Business”, Asia Pacific Conference on Advances in Applied Science, Engineering and Technology (APCAASET)’, 2019.
139. Fazle Rabbi, “ A Review of the Recent Trends in the Use of Machine Learning in Business,” International Conference on Education, Business and Social Science (ICONFEBSS), 2019.
140. F Rabbi, “ Application of Big Data in Promoting Sustainable Solutions for Business-A Review”, Global Journal of Applied Sciences and Technology Vol. 3 (11), 2018
141. Alawawdeh, N. Alshtaiwi, M. (2020). Foreign Languages E-Learning: Challenges, Obstacles And Behaviours During Covid-19 Pandemic In Jordan. PalArch’s Journal of Archaeology of Egypt / Egyptology, 17 (6), 11536-11554.
142. Al-Awawdeh, N. (2021). Translation Between Creativity and Reproducing An Equivalent Original Text. Psychology and Education Journal, 58 (1), 2559-2564.
143. Al-Awawdeh,N. (2022). The Function Of Ideology In Translation: A Case Study Of Selected Aljazeera News Headlines Translated Into Arabic. Ijaz Arabi Journal of Arabic Learning, 5 (1), 48-58.
144. Kalsoom, T., Aziz, F. & Al-Awawdeh, N. (2021). Foreign Language Learning Anxiety: A Systematic Literature Review. TESOL International Journal: English Language Education Publishing, 16 (4.3), 239-252.
145. M. Raja and G. G. Lakshmi Priya, “Using virtual reality and augmented reality with ICT tools for enhancing quality in the changing academic environment in COVID-19 pandemic: An empirical study,” in Technologies, Artificial Intelligence and the Future of Learning Post-COVID-19, Cham: Springer International Publishing, 2022, pp. 467–482.
146. M. Raja and G. G. L. Priya, “An analysis of Virtual Reality usage through a descriptive research analysis on school students’ experiences: A study from India,” Int. j. early child. spec. educ., vol. 13, no. 2, pp. 990–1005, 2021.
147. M. Raja, K. Srinivasan, and S. Syed-Abdul, “Preoperative virtual reality based intelligent approach for minimizing patient anxiety levels,” in 2019 IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2019.
148. M. Raja and G. G. Lakshmi Priya, “Sentiment and emotions extraction on teaching–learning from home (TLFH) and impact of online academic activities in India,” Mater. Today, 2021.
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150. E. Murugan, and A. Siva, “Preparation of a novel soluble multi-site phase transfer catalyst and the kineticstudy for the C-alkylation of α-pinene,” Journal of Molecular Catalysis A: Chemical, vol. 235, no. 1-2, p. 220, 2005.
151. S. Santhoshkumar and E. Murugan, “Rationally designed SERS AgNPs/GO/g-CN nanohybrids to detect methyleneblue and Hg2+ ions in aqueous solution,” Applied Surface Science, vol. 553, p. 149544, 2021.
152. E. Murugan, S. Santhoshkumar, S. Govindaraju and M. Palanichamy, “Silver nanoparticles decorated g-C3N4: An efficient SERS substrate formonitoring catalytic reduction and selective Hg2+ ions detection,” Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, vol. 246, 119036, 2021.
153. E. Murugan, S. Santhosh Kumar, K. M. Reshna and S. Govindaraju, “Highly sensitive, stable g-CN decorated with AgNPs for SERS sensing of toluidine blue and catalytic reduction of crystal violet,” Journal of materials science, vol. 54, no.7, p. 5294, 2019.
154. E. Murugan, J. N. Jebaranjitham and A. Usha, “Synthesis of polymer-supported dendritic palladium nanoparticle catalysts forSuzuki coupling reaction,” Applied Nanoscience, vol. 2, no.3, p. 211, 2012.
155. E. Murugan, S. Arumugam and P. Panneerselvam, “New nanohybrids from poly (propylene imine) dendrimer stabilized silvernanoparticles on multiwalled carbon nanotubes for effective catalytic andantimicrobial applications,” International Journal of Polymeric Materials and Polymeric Biomaterials, vol. 65 no. 3, p. 111, 2016.
156. E. Murugan and I. Pakrudheen, “Efficient amphiphilic poly (propylene imine) dendrimer encapsulated rutheniumnanoparticles for sensing and catalysis applications,” Science of Advanced Materials, vol. 7, no. 5, p. 891, 2015.
157. E. Murugan, and G. Tamizharasu, “Synthesis and characterization of new soluble multisite phase transfercatalysts and their catalysis in free radical polymerization of methylmethacrylate aided by ultrasound-A kinetic study,” Journal of applied polymer science, vol. 125, no. 1, p. 263, 2012.
158. E. Murugan, R. Rangasamy, and I. Pakrudheen, “Efficient amphiphilic poly (propyleneimine) dendrimer stabilized goldnanoparticle catalysts for aqueous phase reduction of nitrobenzene,” Science of Advanced Materials, vol. 4, no. 11, p. 1103, 2012.
159. A. Ramesh, P. Tamizhdurai, S. Gopinath, K. Sureshkumar, E. Murugan and K Shanthi, “Facile synthesis of core-shell nanocomposites Au catalysts towards abatement of environmental pollutant Rhodamine B,” Heliyon, vol. 5, no. 1, p. e01005, 2019.
160. E. Murugan, J. N. Jebaranjitham, K. J. Raman, A. Mandal, D. Geethalakshmi, M. Dharmendira Kumar, and A. Saravanakumar, “Insoluble dendrimer-grafted poly (vinylimidazole) microbeads stabilized withmono/bimetallic nanoparticle catalysts for effective degradation of malachitegreen,” New Journal of Chemistry, vol. 41, no.19, p. 10860, 2017.
161. E. Murugan and I. Pakrudheen, New amphiphilic poly (quaternary ammonium) dendrimer catalyst for effectivereduction of citronellal, Applied Catalysis A: General, vol. 439, p. 142, 2012.
162. S.Vasanthakumari , “Effectiveness of play therapy in promoting socialization among the Mentally Challenged Children,” TNNMC JPN,vol. II, no. 1,p.4-7,2014.
163. S.Vasanthakumari ,Werku Etafa , “ Emotional Intelligence in the Workplace,” CCNE Digest,vol. 6, no.4,p. 1-4,2019.
164. S.Vasanthakumari , Bizuneh Wakuma ,“ Nomophobia – Smartphone Addiction,” CCNE Digest,vol. 7, no.1,p. 1-4,2019.
165. S.Vasanthakumari ,“ Transformational Leadership – A Model for Motivating Innovation,” CCNE Digest,vol. 7, no.2,p. 1-4,2019.
166. The linguistic structure in the Iraqi civil laws “Nasser, N. S.”, QZJ, vol.6, no.2, pp. 578-598, 2021.
167. The Effect of the Arabic Language on Legal Text Legislation, “Nasir, N. S.”, Journal of Al-Frahedis Arts, vol.12, no.42 II, pp. 84-101, 2020.
168. The connotations of the word (light) in the Holy Qur’an and books of faces and analogies, “Nasir, N. S.”, journal of the college of basic education, vol.21, no.92, pp.1-24, 2016.
169. The meaning of the word and its development in the proverb, “Nasir, N. S.”, QZJ, vol. 3, no. 1, pp. 822–845, Mar. 2018.
170. R. Taher, S. Hameed, and Q. Ali. "Study for Ionizing Radiation Safety Awareness among Patients in Erbil Hospitals" International Journal of Enhanced Research in Science Technology & Engineering vol.3, no.10, p. 41, 46, 2014.
171. S. Hameed, Q. Ali, and R. T. Essa, “Assessment of Ionizing Radiation Protection Awareness among Radiation Workers in Erbil Hospitals”. Journal of Medical and Pharmaceutical Sciences ، vol.1, no.3 , p. 25,19. 2017.
172. B. Al-Rawi, and, S. Aljanabi, “Modeling the Physical Properties of ZnO Nanoparticles with Selective Hydrogen Using DFT”. International Journal of Nanoscience, vol. 20, no. 1, p. 2150011-375, 2021.
173. B. Al-Rawi, S. Hameed, and M. Alsaadi, “Simulation of Electronic Structure and some Properties of CdTe Crystals Using DFT”. In Materials Science Forum, Trans Tech Publications Ltd Vol. 1021, p. 1-10, 2021
174. AL Kareem, S. Hameed, and S. Ali. “Evaluation of Noise Levels and Vibrations at Cement Factories That Represent a Condition Monitory for The Performance of Machines”, In Mesopotamia Environmental Journal ,Vol. 5, no. 3, P. 56, 63, 2020.
175. Shakir Khan and Hela Alghulaiakh, “ARIMA Model for Accurate Time Series Stocks Forecasting”, International Journal of Advanced Computer Science and Applications, 11(7), 2020. http://dx.doi.org/10.14569/IJACSA.2020.0110765
176. Shakir Khan and Amani Alfaifi, “Modeling of Coronavirus Behavior to Predict It’s Spread”, International Journal of Advanced Computer Science and Applications, 11(5), 2020. http://dx.doi.org/10.14569/IJACSA.2020.0110552
177. Shakir Khan, “Artificial Intelligence Virtual Assistants (Chatbots) are Innovative Investigators”, International Journal of Computer Science and Network Security Vol. 20 No. 2 pp. 93-98, 2020. http://paper.ijcsns.org/07_book/202002/20200213.pdf
178. Shakir Khan and Alshara M, “Development of Arabic evaluations in information retrieval. International Journal of Advanced and Applied Sciences, 6(12): 92-98, 2019. https://doi.org/10.21833/ijaas.2019.12.011
179. Shakir Khan and Mohamed F. AlAjmi, “A Review on Security Concerns in Cloud Computing and their Solutions. International Journal of Computer Science and Network Security, Vol. 19 No. 2, pp. 9-15, 2019. http://search.ijcsns.org/07_book/html/201902/201902002.html
180. S. Kamal, D. Rahman and D. Singh, "Covid-19 Related Factors Associated with Antenatal Care in Rural Bangladesh: A qualitative study", Asia Pacific Journal of Health Management, vol. 17, no. 1, 2022.
181. S. Joghee, A. Dubey and S. Singh, "Investigation of green marketing practices of UAE hypermarkets", International Journal of Enterprise Network Management, vol. 12, no. 4, p. 367, 2021.
182. S. Singh, S. Mondal, L. Singh, K. Sahoo and S. Das, "An Empirical Evidence Study of Consumer Perception and Socioeconomic Profiles for Digital Stores in Vietnam", Sustainability, vol. 12, no. 5, p. 1716, 2020.
183. Desfiandi, S. Suman Rajest, P. S. Venkateswaran, M. Palani Kumar and S. Singh, "Company Credibility: A Tool To Trigger Positive Csr Image In The Cause-Brand Alliance Context In Indonesia", Humanities & Social Sciences Reviews, vol. 7, no. 6, pp. 320-331, 2019.
184. Singh, V. Shukla and S. Singh, "An Empirical Study of Shift from SMS to Chat-App among University Student", International Journal of Recent Technology and Engineering, vol. 7, no. 64, pp. 1-6, 2019.
185. S. Singh and S. Das, "Impact of post-merger and acquisition activities on the financial performance of banks: a study of Indian private sector and public sector banks", Revista Espacios, vol. 39, no. 25, pp. 25-40, 2018.
186. A. Raja and S. Singh, "Event Study on Appointment and Removal of Chairman: Case of Tata Group", Amity Business Review, vol. 19, no. 1, pp. 1-9, 2018.
187. S. Singh and S. Kukunuru, "Corporate Social Responsibility and Impact on Profitability of Banks in the United Arab Emirates", Middle East Journal of Business, vol. 12, no. 1, pp. 12-22, 2017.
188. S. Singh and S. Agarwal, "Analyzing the Medical and Non-Medical Aspects of Medical Consultation in the City of Visakhapatnam", World Family Medicine Journal/Middle East Journal of Family Medicine, vol. 13, no. 3, pp. 12-19, 2015.
189. S. Agarwal and S. Singh, "Customer Progression and Perception about Premium Men's Apparel Brands : A Case of Indian Male Professionals", Middle East Journal of Business, vol. 10, no. 1, pp. 50-56, 2015.
190. Rupapara, V., Narra, M., Gonda, N. K., & Thipparthy, K. (2020). Relevant Data Node Extraction:A Web Data Extraction Method for Non Contagious Data. 2020 5th International Conference on Communication and Electronics Systems (ICCES), 500–505. https://doi.org/10.1109/icces48766.2020.9137897
191. Ishaq, A., Sadiq, S., Umer, M., Ullah, S., Mirjalili, S., Rupapara, V., & Nappi, M. (2021). Improving the Prediction of Heart Failure Patients’ Survival Using SMOTE and Effective Data Mining Techniques. IEEE Access, 9, 39707–39716. https://doi.org/10.1109/access.2021.3064084
192. Rustam, F., Khalid, M., Aslam, W., Rupapara, V., Mehmood, A., & Choi, G. S. (2021). A performance comparison of supervised machine learning models for Covid-19 tweets sentiment analysis. PLOS ONE, 16(2), e0245909. https://doi.org/10.1371/journal.pone.0245909
193. Yousaf, A., Umer, M., Sadiq, S., Ullah, S., Mirjalili, S., Rupapara, V., & Nappi, M. (2021b). Emotion Recognition by Textual Tweets Classification Using Voting Classifier (LR-SGD). IEEE Access, 9, 6286–6295. https://doi.org/10.1109/access.2020.3047831
194. Sadiq, S., Umer, M., Ullah, S., Mirjalili, S., Rupapara, V., & NAPPI, M. (2021). Discrepancy detection between actual user reviews and numeric ratings of Google App store using deep learning. Expert Systems with Applications, 115111. https://doi.org/10.1016/j.eswa.2021.115111
195. Shahzad, F., Abid, F., Obaid, A., Kumar Rai, B., Ashraf, M., Abdulbaqi, A. (2021). Forward stepwise logistic regression approach for determinants of hepatitis B & C among Hiv/Aids patients. International Journal of Nonlinear Analysis and Applications, 12(Special Issue), 1367-1396. doi: 10.22075/ijnaa.2022.5717
196. Agarwal, P., Idrees, S. M., & Obaid, A. J. (2021). Blockchain and IoT Technology in Transformation of Education Sector. International Journal of Online and Biomedical Engineering (iJOE), 17(12), pp. 4–18. https://doi.org/10.3991/ijoe.v17i12.25015
197. Akbar, A., Agarwal, P., Obaid, A. (2022). Recommendation engines-neural embedding to graph-based: Techniques and evaluations. International Journal of Nonlinear Analysis and Applications, 13(1), 2411-2423. doi: 10.22075/ijnaa.2022.5941
198. Shahab S., Agarwal P., Mufti T., Obaid A.J. (2022) SIoT (Social Internet of Things): A Review. In: Fong S., Dey N., Joshi A. (eds) ICT Analysis and Applications. Lecture Notes in Networks and Systems, vol 314. Springer, Singapore. https://doi.org/10.1007/978-981-16-5655-2_28
2. Edgar P. Torres P, Myriam Hernandez – Alvarez, Edgar A. Torres Hernandez and Sang Guun Yoo (2019) – Stock Market Data Prediction using Machine Learning Techniques. pp.539-547.
3. Irfan Ramzan Parry, Surinder Singh Khurana, Munish Kumar, Ali A. Altalbe (2020) – Time-Series Data Analytics of Stock Price Movement using Machine Learning Techniques.
4. Jai Prakash Verma, Sudeep Tanwar, Sanjay Garg, Ishit Gandhi, Nikita H. Bachani (2019) - Evaluation of Pattern based Customized Approach for Stock Market Trend Prediction with Big Data and Machine Learning Techniques, Volume 6 Issue 3.
5. M Umer Ghani, M Awais And Muhammad Muzammul (2019) – Stock Market Prediction using Machine Learning (ML) Algorithms. Volume 8, N.4(2019), 97-116.
6. Mojtaba Nabipour, Pooyan Nayyer, Hamed Jabani, Shahab S, Amir Mosavi 2020 – Predicting Stock Market Trends using Machine Learning and Deep Learning Algortihms via Continuous and Binary Data; a Comparative Analysis, Volume 8.
7. Nirbhey Singh Pahwa, Neeha Khalfay, Vidhi Soni, Deepali Vora (2017)- Stock Prediction using Machine Learning a Review Paper. Volume 163 No 5.
8. Prabhu S, Sengottaiyan N and Geetha Bg (2019)–Self Adaptive Approaches to Probability Distribution of Data Analytics in Cloud Computing Resource Services for Infrastructure Hybrid Models.No: S1, pp.437-446.
9. Shubham Jain, Mark Kain (2018)- Prediction for Stock Marketing Using Machine Learning. Volume 6, Issue 4.
10. Subhadra Kompella, Kalyana Chakravarthy Chilukuri (2019)- Stock Market Prediction Using Machine Learning Methods. Volume 10, Issue 3.
11. Wasiat Khan, Mustansar Ali Ghazanfar, Muhammad Awais Azam, Amin Karami, Khaled H. Alyoubi, Ahmed S. Alfakeeh (2020) - Stock Market Prediction using Machine Learning Classifiers and Social media, news. doi:10.1007/s12652-020-01839-w
12. Tawfiq A. Al- asadi and Ahmed J. Obaid, 2016. Object-Based Image Retrieval Using Enhanced SURF. Asian Journal of Information Technology, 15: 2756-2762. 10.36478/ajit.2016.2756.2762.
13. Tawfiq A. Al- asadi and Ahmed J. Obaid, 2016. Discovering similar user navigation behavior in Web log data. International Journal of Applied Engineering Research, Vol. 11, No. 16: 8797-8805.
14. Tawfiq A. Al- asadi and Ahmed J. Obaid, 2016. Object Detection and Recognition by Using Enhanced Speeded Up Robust Feature, International Journal of Computer Science and Network Security (IJCSNS), Vol. 16, No. 4: 66-71.
15. Tawfiq A. Al- asadi and Ahmed J. Obaid, 2016. An efficient web usage mining algorithm based on log file data, Journal of Theoretical and Applied Information Technology, Vol. 16, Vol. 92, No. 2: 215-224.
16. Tawfiq A. Al-asadi, Ahmed J. Obaid, Rahmat Hidayat, Ts. Azizul Azhar Ramli, 2017. A Survey on Web Mining Techniques and Applications, International Journal on Advanced Science Engineering and Information Technology, Vol. 7, No. 4: 1178-1184.
17. Tawfiq A. Al-Asadi, Ahmed J. Obaid, Ahmed A. Alkhayat, 2017. Proposed Method for Web Pages Clustering Using Latent Semantic Analysis, Journal of Engineering and Applied Science, Vol. 12, No. 8: 8270-8277.
18. Nora Omran Alkaam, Ahmed J. Obaid, Mohammed Q. Mohammed, 2018. A Hybrid Technique for Object Detection and Recognition Using Local Features Algorithms, Journal of Advanced Research in Dynamical and Control Systems, Vol. 10, No. 2: 2330-2344.
19. K. Balachander, S. Ramesh, Ahmed J. Obaid, 2018. Simulation Of 1KW Multi-Level Switch Mode Power Amplifier, International Journal of Innovations in Scientific and Engineering Research (IJISER), Vol. 5, No. 9: 85-92.
20. Saba Alyasiri, Ahmed J. Obaid, 2018. A New Approach for Object Detection, Recognition and Retrieving in Painting Images, Journal of Advanced Research in Dynamical and Control Systems, Vol. 10, No. 2: 2345-2359.
21. Ahmed J. Obaid, 2020. An Efficient Systematized Approach for The Detection of Cancer in Kidney, International Journal of Scientific and Engineering Research, Vol. 7, No. 1: 1-7.
22. Obaid A. J. and Sharma S. 2020 Recent Trends and Development of Heuristic Artificial Intelligence Approach in Mechanical System and Engineering Product Design Saudi Journal of Engineering and Technology 5 86-93
23. U. Zulfiqar, S. Mohy-Ul-Din, A. Abu-Rumman, A. E. M. Al-Shraah, And I. Ahmed, “Insurance-Growth Nexus: Aggregation and Disaggregation,” The Journal of Asian Finance, Economics and Business, vol. 7, no. 12, pp. 665–675, Dec. 2020. https://doi.org/10.13106/jafeb.2020.vol7.no12.665
24. Al-Shqairat, Z. I., Al Shraah, A. E. M., Abu-Rumman, A., “The role of critical success factors of knowledge stations in the development of local communities in Jordan: A managerial perspective,” Journal of management Information and Decision Sciences, vol. 23, no.5, pp. 510-526, Dec. 2020. DOI: 1532-5806-23-5-218
25. Abu-Rumman, Ayman. "Transformational leadership and human capital within the disruptive business environment of academia." World Journal on Educational Technology: Current Issues 13, no. 2 (2021): 178-187.
26. Almomani, Reham Zuhier Qasim, Lina Hamdan Mahmoud Al-Abbadi, Amani Rajab Abed Alhaleem Abu Rumman, Ayman Abu-Rumman, and Khaled Banyhamdan. "Organizational Memory, Knowledge Management, Marketing Innovation and Cost of Quality: Empirical Effects from Construction Industry in Jordan." Academy of Entrepreneurship Journal 25, no. 3 (2019): 1528-2686.
27. Alshawabkeh, Rawan, Amani Abu Rumman, Lina Al-Abbadi, and Ayman Abu-Rumman. "The intervening role of ambidexterity in the knowledge management project success connection." Problems and Perspectives in Management 18, no. 3 (2020): 56.
28. Abu-Rumman, Ayman. "Gaining competitive advantage through intellectual capital and knowledge management: an exploration of inhibitors and enablers in Jordanian Universities." Problems and Perspectives in Management 16, no. 3 (2018): 259-268.
29. Abu-Rumman, A. Al Shraah, F. Al-Madi, T. Alfalah, “Entrepreneurial networks, entrepreneurial orientation, and performance of small and medium enterprises: are dynamic capabilities the missing link?” Journal of Innovation and Entrepreneurship. Vol 10 Issue 29, pp 1-16. Jul 2021. DOI: https://doi.org/10.1186/s13731-021-00170-8
30. A.Al Shraah, A. Abu-Rumman, F. Al Madi, F.A. Alhammad, A.A. AlJboor, “The impact of quality management practices on knowledge management processes: a study of a social security corporation in Jordan” The TQM Journal. Vol. ahead-of-print No. Issue ahead-of- print. Apr 2021. DOI: https://doi.org/10.1108/TQM-08-2020-0183
31. Abu-Rumman, A. Al Shraah, F. Al-Madi, T. Alfalah, "The impact of quality framework application on patients’ satisfaction", International Journal of Human Rights in Healthcare, Vol. ahead-of-print No. Issue ahead-of- print. Jun2021. DOI: https://doi.org/10.1108/IJHRH-01-2021-0006.
32. Zafar, S.Z., Zhilin, Q., Malik, H., Abu-Rumman, A., Al Shraah, A., Al-Madi, F. and Alfalah, T.F. (2021), "Spatial spillover effects of technological innovation on total factor energy efficiency: taking government environment regulations into account for three continents", Business Process Management Journal, Vol. 27 No. 6, pp. 1874-1891. https://doi.org/10.1108/BPMJ-12-2020-0550
33. Akther, T. and Xu, F. (2021), "An investigation of the credibility of and confidence in audit value: evidence from a developing country", Accounting Research Journal, Vol. 34 No. 5, pp. 488-510. https://doi.org/10.1108/ARJ-11-2019-0220.
34. Xu, F., & Akther, T. (2019). A partial least-squares structural equation modeling approach to investigate the audit expectation gap and its impact on investor confidence: perspectives from a developing country. Sustainability, 11(20), 5798.
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36. Akther, T. Corporate Environmental Reporting and Profitability: A Study on Listed Companies in Bangladesh; Jagannath University Journal of Business Studies; Vol. 5, No. 1 &2 June 2017(99-104).
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44. Li, M., Hamawandy, N. M., Wahid, F., Rjoub, H., & Bao, Z. (2021). Renewable energy resources investment and green finance: Evidence from China. Resources Policy, 74, 102402.
45. Li, H. S., Geng, Y. C., Shinwari, R., Yangjie, W., & Rjoub, H. (2021). Does renewable energy electricity and economic complexity index help to achieve carbon neutrality target of top exporting countries?. Journal of Environmental Management, 299, 113386.
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47. Safi, A., Chen, Y., Wahab, S., Zheng, L., & Rjoub, H. (2021). Does environmental taxes achieve the carbon neutrality target of G7 economies? Evaluating the importance of environmental R&D. Journal of Environmental Management, 293, 112908.
48. Odugbesan, J. A., Rjoub, H., Ifediora, C. U., & Iloka, C. B. (2021). Do financial regulations matters for sustainable green economy: evidence from Turkey. Environmental Science and Pollution Research, 1-16.
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50. Moguluwa, S. C., Odugbesan, J. A., Rjoub, H., & Iloka, C. B. (2021). Cost and competitiveness of agricultural produce in Nigeria: impact on exportation. Custos E Agronegocio On Line, 17(2), 64-86.
51. Yıldız, B. F., Hesami, S., Rjoub, H., & Wong, W. K. (2021). Interpretation Of Oil Price Shocks On Macroeconomic Aggregates Of South Africa: Evidence From SVAR. Journal of Contemporary Issues in Business and Government, 27(1), 279-287.
52. Al-Baghdadi, E. N., Alrub, A. A., & Rjoub, H. (2021). Sustainable Business Model and Corporate Performance: The Mediating Role of Sustainable Orientation and Management Accounting Control in the United Arab Emirates. Sustainability, 13(16), 8947.
53. Rjoub, H., Ifediora, C. U., Odugbesan, J. A., Iloka, B. C., Xavier Rita, J., Dantas, R. M., ... & Martins, J. M. (2021). Implications of Governance, Natural Resources, and Security Threats on Economic Development: Evidence from Sub-Saharan Africa. International Journal of Environmental Research and Public Health, 18(12), 6236.
54. Panait, M., Ionescu, R., Radulescu, I. G., & Rjoub, H. (2021). The Corporate Social Responsibility on Capital Market: Myth or Reality?. In Financial Management and Risk Analysis Strategies for Business Sustainability (pp. 219-253). IGI Global.
55. Ayodeji, Y., & Rjoub, H. (2021). Investigation into waiting time, self‐service technology, and customer loyalty: The mediating role of waiting time in satisfaction. Human Factors and Ergonomics in Manufacturing & Service Industries, 31(1), 27-41.
56. Alwreikat, A. A., & Rjoub, H. (2020). Impact of mobile advertising wearout on consumer irritation, perceived intrusiveness, engagement and loyalty: A partial least squares structural equation modelling analysis. South African Journal of Business Management, 51(1), 11.
57. Ilkhanizadeh, S., Golabi, M., Hesami, S., & Rjoub, H. (2020). The Potential Use of Drones for Tourism in Crises: A Facility Location Analysis Perspective. Journal of Risk and Financial Management, 13(10), 246.
58. Alhmoud, A., & Rjoub, H. (2020). Does Generation Moderate the Effect of Total Rewards on Employee Retention? Evidence From Jordan. SAGE Open, 10(3), 2158244020957039.
59. Fofack, A. D., Aker, A., & Rjoub, H. (2020). Assessing the post-quantitative easing surge in financial flows to developing and emerging market economies. Journal of Applied Economics, 23(1), 89-105.
60. Rjoub, H., Aga, M., Oppong, C., Sunju, N., & Fofack, A. (2017). The Impact of FDI Inflows on Economic Growth: Evidence from Landlocked Countries in Sub-Saharan Africa. Bilig-Turk DunyasI Sosyal Bilimler Dergisi, 10(1), 153-168.
61. Odugbesan, J. A., & Rjoub, H. HIV/AIDS Prevalence as A Challenge for Sustainable Development: The Sub-Saharan Africa Experience.
62. Peterka, H., & Rjoub, H. Facility Management Based–Integrated Substantiated Portfolio Management Of The University Of Vienna.
63. Alabdullah, T. T. Y. (2017). Compensation committee, company board attributes, and company performance: The moderating effect of leadership position. Paper presented at the 2017 Wei International Academic Conference Proceedings, July 24-27, 2017, Business and Economics.
64. Ahmed, E. R., Alabdullah, T. T. Y &Shaharudin, M. S. (2020). Approaches to Control Mechanisms and Their Implications for Companies’ Profitability: a Study in UAE. Journal of accounting Science, Vol. 4, no. 2, pp. 11-20.
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66. D.S. Hooda and D.K. Sharma, Generalized R-Norm information Measures-Journal of Appl. Math, Statistics & informatics (JAMSI), Vol. 4 No.2 , 153-168, 2008.
67. Dilip Kumar Sharma, “Some Generalized Information Measures: Their characterization and Applications”, Lambert Academic Publishing, Germany, 2010. ISBN: 978-3838386041.
68. D. K. Sharma, B. Singh, R. Regin, R. Steffi and M. K. Chakravarthi, "Efficient Classification for Neural Machines Interpretations based on Mathematical models," 2021 7th International Conference on Advanced Computing and Communication System, 2021, pp. 2015-2020.
69. F. Arslan, B. Singh, D. K. Sharma, R. Regin, R. Steffi and S. Suman Rajest, "Optimization Technique Approach to Resolve Food Sustainability Problems," 2021 International Conference on Computational Intelligence and Knowledge Economy, 2021, pp. 25-30.
70. G. A. Ogunmola, B. Singh, D. K. Sharma, R. Regin, S. S. Rajest and N. Singh, "Involvement of Distance Measure in Assessing and Resolving Efficiency Environmental Obstacles," 2021 International Conference on Computational Intelligence and Knowledge Economy, 2021, pp. 13-18.
71. D. K. Sharma, B. Singh, M. Raja, R. Regin and S. S. Rajest, "An Efficient Python Approach for Simulation of Poisson Distribution," 2021 7th International Conference on Advanced Computing and Communication Systems, 2021, pp. 2011-2014.
72. D. K. Sharma, B. Singh, E. Herman, R. Regine, S. S. Rajest and V. P. Mishra, "Maximum Information Measure Policies in Reinforcement Learning with Deep Energy-Based Model," 2021 International Conference on Computational Intelligence and Knowledge Economy, 2021, pp. 19-24.
73. D. K. Sharma, N. A. Jalil, R. Regin, S. S. Rajest, R. K. Tummala and T. N, "Predicting Network Congestion with Machine Learning," 2021 2nd International Conference on Smart Electronics and Communication (ICOSEC), 2021, pp. 1574-1579, doi: 10.1109/ICOSEC51865.2021.9591897.
74. Alabdullah, T. T. Y. (2016). Agency Theory Perspective: A Quantitative Study Of Accounting Performance Measures In Emerging Economies. ICTE Proceedings, New York.
75. Alabdullah, T. T. Y. (2021). Management accounting insight via a new perspective on the risk management - companies’ profitability relationship. International Journal of Intelligent Enterprise 7, In press.
76. C. Virmani, A. Pillai, and D. Juneja. "Study and analysis of Social network Aggregator.", International Conference on Reliability Optimization and Information Technology (ICROIT), pp. 145-148. IEEE, 2014.
77. C. Virmani, A. Pillai, and D. Juneja., "Clustering in aggregated user profiles across multiple social networks." International Journal of Electrical and Computer Engineering, vol 7. No 6, pp, 3692-3699, 2017.
78. C. Virmani, A. Pillai, and D. Juneja., "Extracting information from social network using nlp." International Journal of Computational Intelligence Research , vol. 13, No.4, pp: 621-630, 2017.
79. T. Choudhary, C. Virmani, and D. Juneja. "Convergence of Blockchain and IoT: An Edge Over Technologies." Toward Social Internet of Things (SIoT): Enabling Technologies, Architectures and Applications. Springer, Cham, pp: 299-316, 2020.
80. C. Virmani, D. Juneja , and A. Pillai, "Design of query processing system to retrieve information from social network using NLP.", KSII Transactions on Internet and Information Systems (TIIS), vol. 12, No.3, pp: 1168-1188, 2018.
81. C. Virmani, and A. Pillai. "Internet of Things and Cyber Physical Systems: An Insight." Recent Advances in Intelligent Systems and Smart Applications. Springer, Cham, pp: 379-401, 2021.
82. Suman Rajest S, P. Suresh, “An Analysis of Chetan Bhagat’s Revolution -2020: Love, Ambition, Corruption” in International Journal of English Language, Literature in Humanities, Volume: V, Issue IX, September 2017, Page No.: 52-62.
83. Suman Rajest S, P. Suresh, “Galapagos: Is Human Accomplishment Worthwhile” in Online International Interdisciplinary Research Journal (OIIRJ), Volume: VII, Special Issue II, September 2017, Page No.: 307-314.
84. Suman Rajest S, P. Suresh, “The white Tiger by Aravind Adiga: Depiction of Fermentation in Society” in International Journal of Information Movement, Volume: II, Special Issue VI, October 2017, Page No.: 189-194.
85. Suman Rajest S, P. Suresh, “Confrontation on Modernism or Postmodernism Changes after the World War” in New Academia: An International Journal of English Language, Literature and Literary Theory, Volume: VII, Special Issue I, January 2018, Page No.: 50-76.
86. Suman Rajest S, P. Suresh, “The Post-War Novel as Catch-22: The Chronology and Ex-P.F.C Winter Green” in International Journal of Research Culture Society, Volume: II, Special Issue II, February 2018, Page No.: 64-68.
87. S. Suman Rajest; Anbarasi, “The Postwar Novel as Postmodern: Billy Pilgrim’s Imagination and the Critical Tendency towards Teleology, Slaughterhouse – Five”, International Journal of Advance Research, Ideas and Innovations in Technology, Volume 3, Issue 4, pp.37-41 (2017).
88. Suman Rajest S, P. Suresh, “Necessary Heads Which are Used for Writing a Scholarly Journal” in New Man International Journal of Multidisciplinary Studies, Volume: V, Issue III, March 2018, Page No.: 5-21.
89. Suman Rajest S, P. Suresh, “Impact of 21st century’s different heads of learning skills for students and teachers” in International Journal of Multidisciplinary Research and Development, Volume: V, Issue IV, April 2018, Page No.: 170-178.
90. Suman Rajest S, P. Suresh, “21st Century Learners’ Student-Centered Learning Various Stages” in International Conference, Age and Content in Journey of Language by VISTAS (Tamil Department), Volume: I, Issue I, April 2018, Page No.: 474-492. (International Conference Paper)
91. Suman Rajest S, P. Suresh, “American Postmodern Novelist Thomas Pynchon’s The Crying of Lot 49: Structure and Absurd Realism” in Proceedings of the IOSRD, 73rd International Conference on Future Trends in Engineering and Business, Volume: 73, May 2018, Page No.: 32-41.
92. Suman Rajest S, P. Suresh, “The “Four Cs” Education For 21st Century’s Learners” in Research Guru Online Journal of Multidisciplinary Subjects, Volume: XII, Issue I, June 2018, Page No.: 888-900.
93. Jerusha Angelene Christabel G, Suman Rajest S, “A Short Review on Fragmented Narration in Select Works of Sarnath Banerjee”, American Journal of Social and Humanitarian Research, Vol. 3 No. 4, pp. 12-31, (2022).
94. Rajest, D. S. S., & G, J. A. C. (2022). A Brief on Past and Present a Tug of War in the Select Works of Kurt Vonnegut. Central Asian Journal of Literature, Philosophy And Culture, 3(4), 59-79. https://doi.org/10.17605/OSF.IO/52KAM
95. G, J. A. C., & Rajest, D. S. (2022). Fragmented Narration in Corridor’s Thematic, Language and Imagery. Central Asian Journal Of Arts And Design, 3(4), 15-37. https://doi.org/10.17605/OSF.IO/HBGCN
96. Steffi. R, D.K. Sharma, S. Suman Rajest, R. Regin, A. J. Obaid, and G. Jerusha Angelene Christabel, “Perceptron in Supervised, Semi-Supervised, Unsupervised Learning and Artificial Neural Network”, CAJOTAS, vol. 3, no. 5, pp. 176-199, May 2022.
97. Suman Rajest S, P. Suresh, “The Problematizing of History Concentrated on The Poetics of Historiographic Metafiction by Postmodernism and How It Influences Postmodern Fiction” in International Journal of Pure and Applied Mathematics (IJPAM), Volume: 119, Special Issue 16, July 2018, Page No.: 2457-2469.
98. Suman Rajest S, P. Suresh, “Themes and Techniques from Modernism to Postmodernism: The Dubious Continuance of Gravity’s Rainbow” in International Journal of Pure and Applied Mathematics, Volume: 119, Special Issue 16, July 2018, Page No.: 2373-2384.
99. Suman Rajest S, P. Suresh, “Absurd Realism and Structure in Thomas Pynchon’s The Crying of Lot 49” in Journal of Advanced Research in Dynamical and Control Systems, Volume: 10, Special Issue 11, August 2018, Page No.: 571-580.
100. Suman Rajest S, P. Suresh, “The Deducible Teachings Of Historiographic Metafiction Of Modern Theories Of Both Fiction And History” in Eurasian Journal of Analytical Chemistry, Volume: 13, Special Issue 04, July 2018, Page No.: 110-117.
101. Suman Rajest S, P. Suresh, “The Dialog on Postmodernism Intertextuality, Parody, The Talk of History and The Issue of Reference” in International Journal of Recent Technology and Engineering, Volume-7, Issue-5C, February 2019, Page No.: 244-7.
102. Suman Rajest S, P. Suresh, “An Analysis of Psychological Aspects in Student-Centered Learning Activities and Different Methods” in Journal of International Pharmaceutical Research, Volume: 46, Special Issue 01, March 2019, Page No.: 165-172.
103. Md. Salamun Rashidin, Sara Javed, Bin Liu, Wang Jian, Suman Rajest S, “Insights: Rivals Collaboration on Belt and Road Initiatives and Indian Recourses” in Journal of Advanced Research in Dynamical and Control Systems, Volume: 11, Special Issue 04, 2019, Page No.: 1509-1522.
104. Laxmi Lydia, E., Kannan, S., SumanRajest, S. and Satyanarayana, S. (2020) ‘Correlative study and analysis for hidden patterns in text analytics unstructured data using supervised and unsupervised learning techniques’, Int. J. Cloud Computing, Vol. 9, Nos. 2/3, pp.150–162.
105. Dr. P.S. Venkateswaran, Dr. A. Sabarirajan, S. Suman Rajest And R. Regin (2019) “The Theory of the Postmodernism in Consumerism, Mass Culture and Globalization” in The Journal of Research on the Lepidoptera Volume 50 (4): 97-113
106. Desfiandi, A., Suman Rajest, S., S. Venkateswaran, P., Palani Kumar, M., & Singh, S. (2019). Company Credibility: A Tool To Trigger Positive Csr Image In The Cause-Brand Alliance Context In Indonesia. Humanities & Social Sciences Reviews, 7(6), 320-331.
107. K.B. Adanov, S. Suman Rajest, Mustagaliyeva Gulnara, Khairzhanova Akhmaral (2019), “A Short View on the Backdrop of American’s Literature”. Journal of Advanced Research in Dynamical and Control Systems, Vol. 11, No. 12, pp. 182-192.
108. D Datta, S Mishra, SS Rajest, (2020) “Quantification of tolerance limits of engineering system using uncertainty modeling for sustainable energy” International Journal of Intelligent Networks, Vol.1, 2020, pp.1-8, https://doi.org/10.1016/j.ijin.2020.05.006
109. Leo Willyanto Santoso, Bhopendra Singh, S. Suman Rajest, R. Regin, Karrar Hameed Kadhim (2021), “A Genetic Programming Approach to Binary Classification Problem” EAI Endorsed Transactions on Energy, Vol.8, no. 31, pp. 1-8. DOI: 10.4108/eai.13-7-2018.165523
110. K.K.D. Ramesh, G. Kiran Kumar, K. Swapna, Debabrata Datta, and S. Suman Rajest, “A Review of Medical Image Segmentation Algorithms”, EAI Endorsed Transactions on Pervasive Health and Technology, 2021, doi: 10.4108/eai.12-4-2021.169184
111. R. Regin, S. Suman Rajest and Bhopendra Singh, “Fault Detection in Wireless Sensor Network Based on Deep Learning Algorithms”, EAI Endorsed Transactions on Scalable Information Systems, 2021, https://eudl.eu/doi/10.4108/eai.3-5-2021.169578
112. Rao, A. N., Vijayapriya, P., Kowsalya, M., & Rajest, S. S. (2020). Computer Tools for Energy Systems. In International Conference on Communication, Computing and Electronics Systems (pp. 475-484). Springer, Singapore.
113. Gupta J., Singla M.K., Nijhawan P., Ganguli S., Rajest S.S. (2020) An IoT-Based Controller Realization for PV System Monitoring and Control. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
114. Sharma M., Singla M.K., Nijhawan P., Ganguli S., Rajest S.S. (2020) An Application of IoT to Develop Concept of Smart Remote Monitoring System. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
115. Ganguli S., Kaur G., Sarkar P., Rajest S.S. (2020) An Algorithmic Approach to System Identification in the Delta Domain Using FAdFPA Algorithm. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
116. Singla M.K., Gupta J., Nijhawan P., Ganguli S., Rajest S.S. (2020) Development of an Efficient, Cheap, and Flexible IoT-Based Wind Turbine Emulator. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
117. Rajasekaran R., Rasool F., Srivastava S., Masih J., Rajest S.S. (2020) Heat Maps for Human Group Activity in Academic Blocks. In: Haldorai A., Ramu A., Khan S. (eds) Business Intelligence for Enterprise Internet of Things. EAI/Springer Innovations in Communication and Computing. Springer, Cham
118. S. Suman Rajest, D.K. Sharma, R. Regin and Bhopendra Singh, “Extracting Related Images from E-commerce Utilizing Supervised Learning”, Innovations in Information and Communication Technology Series, pp. 033-045, 28 February, 2021.
119. Souvik Ganguli, Abhimanyu Kumar, Gagandeep Kaur, Prasanta Sarkar and S. Suman Rajest, “A global optimization technique for modeling and control of permanent magnet synchronous motor drive”, Innovations in Information and Communication Technology Series, pp. 074-081, 28 February, 2021.
120. Jappreet Kaur, Tejpal Singh Kochhar, Souvik Ganguli and S. Suman Rajest, “Evolution of Management System Certification: An overview”, Innovations in Information and Communication Technology Series, pp. 082-092, 28 February, 2021.
121. R. Regin, S. Suman Rajest and Bhopendra Singh, “Spatial Data Mining Methods Databases and Statistics Point of Views”, Innovations in Information and Communication Technology Series, pp. 103-109, 28 February, 2021.
122. D. Hemavathi, V. R. Kumar, R. Regin, S. S. Rajest, K. Phasinam and S. Singh, "Technical Support for Detection and Prediction of Rainfall," 2021 2nd International Conference on Smart Electronics and Communication (ICOSEC), 2021, pp. 1629-1634, doi: 10.1109/ICOSEC51865.2021.9591762.
123. Jayakumar P., Suman Rajest S., Aravind B.R. (2022) An Empirical Study on the Effectiveness of Online Teaching and Learning Outcomes with Regard to LSRW Skills in COVID-19 Pandemic. In: Hamdan A., Hassanien A.E., Mescon T., Alareeni B. (eds) Technologies, Artificial Intelligence and the Future of Learning Post-COVID-19. Studies in Computational Intelligence, vol 1019. Springer, Cham. https://doi.org/10.1007/978-3-030-93921-2_27
124. D. Kem, “Reshaping education: Teaching and Learning powered by ICT,” International Journal of Advance Education and Research, vol. 5, no. 5, pp. 68-72, 2020.
125. D. Kem, “National education policy and inclusion,” International Journal of Education Research, vol. 4, no. 11, pp. 11-22, 2020.
126. D. Kem, “Social inclusion through skill development in India,” International Journal of Creative Research Thoughts, vol. 9, no. 10, p. 550-a558, 2021.
127. D. Kem, “New Media democracy: Expressions and propaganda,” International Research Journal of Management Sociology and Humanities, vol. 12, no. 5, pp. 193-200, 2021.
128. D. Kem, “Strengthening online education: Challenges and opportunities in India,” International Journal of Humanities and Social Science Invention, vol. 11, no. 05, pp. 01-12, 2022.
129. F Rabbi, S Bature, M Omari, K Jermsittiparsert, “ The Mediating Effect of University Role in Determining the Relationship between Entrepreneurial Orientation, Entrepreneurial Perception and New Venture Creation: A Thai Case Study”, International Journal of Innovation, Creativity and Change, Vol. 6 (10), 278-298, 2019.
130. Rabbi, F., & Almutairi, S. S. “Corporate tax avoidance practices of multinationals and country responses to improve quality of compliance”. International Journal for Quality Research, 15(1), 21-44, 2021.
131. Alharbi, Yousef; Rabbi, Fazle; Alqahtani, Rabee, “ Understanding University Student’s Intention To Use Quality Cloud Storage Services”, International Journal for Quality Research, Vol. 14 Issue 1, p313-324, 2020.
132. F Rabbi, “ A review of the recent trends in the use of machine learning in business’, International Journal of Artificial Intelligence and Machine Learning Vol.1 (1), 1-6, 2019.
133. F Rabbi, “ A review of the use of machine learning techniques by social media enterprises”, Journal of Contemporary Scientific Research, Vol.2 (4), pp. 1-14, 2018.
134. M Azeroual, Y Boujoudar, K Bhagat, L El Iysaouy, A Aljarbouh, et al.,, “ Fault location and detection techniques in power distribution systems with distributed generation: Kenitra City (Morocco) as a case study.” Electric Power Systems Research, Volume 209, August 2022, 108026.
135. Azeroual M, Boujoudar Y, Iysaouy LE, et al. Energy management and control system for microgrid based wind-PV-battery using multi-agent systems. Wind Engineering. February 2022. doi:10.1177/0309524X221075583
136. Fazle Rabbi , Nasir Abdul Jalil , S. Suman Rajest , R. Regin, “ An Approximation For Monitoring The Efficiency Of Cooperative Across Diverse Network Aspects”, Webology, Volume 17, No 2, 2020, Pages: 1234-1247
137. U Kumar, C Khatun, MS Islam, N Kao, F Rabbi, M Maniruzzaman, et al., “ Effect of Drum Pressure on Flow Accelerated Corrosion in Gas Fired Combined Cycle Power Plant: A Case Study and Literature Review”, Research Communication in Engineering Science & Technology, 2, 17-27, 2019.
138. F Rabbi, “ Recent Trends in the Use of Machine Learning Techniques in Business”, Asia Pacific Conference on Advances in Applied Science, Engineering and Technology (APCAASET)’, 2019.
139. Fazle Rabbi, “ A Review of the Recent Trends in the Use of Machine Learning in Business,” International Conference on Education, Business and Social Science (ICONFEBSS), 2019.
140. F Rabbi, “ Application of Big Data in Promoting Sustainable Solutions for Business-A Review”, Global Journal of Applied Sciences and Technology Vol. 3 (11), 2018
141. Alawawdeh, N. Alshtaiwi, M. (2020). Foreign Languages E-Learning: Challenges, Obstacles And Behaviours During Covid-19 Pandemic In Jordan. PalArch’s Journal of Archaeology of Egypt / Egyptology, 17 (6), 11536-11554.
142. Al-Awawdeh, N. (2021). Translation Between Creativity and Reproducing An Equivalent Original Text. Psychology and Education Journal, 58 (1), 2559-2564.
143. Al-Awawdeh,N. (2022). The Function Of Ideology In Translation: A Case Study Of Selected Aljazeera News Headlines Translated Into Arabic. Ijaz Arabi Journal of Arabic Learning, 5 (1), 48-58.
144. Kalsoom, T., Aziz, F. & Al-Awawdeh, N. (2021). Foreign Language Learning Anxiety: A Systematic Literature Review. TESOL International Journal: English Language Education Publishing, 16 (4.3), 239-252.
145. M. Raja and G. G. Lakshmi Priya, “Using virtual reality and augmented reality with ICT tools for enhancing quality in the changing academic environment in COVID-19 pandemic: An empirical study,” in Technologies, Artificial Intelligence and the Future of Learning Post-COVID-19, Cham: Springer International Publishing, 2022, pp. 467–482.
146. M. Raja and G. G. L. Priya, “An analysis of Virtual Reality usage through a descriptive research analysis on school students’ experiences: A study from India,” Int. j. early child. spec. educ., vol. 13, no. 2, pp. 990–1005, 2021.
147. M. Raja, K. Srinivasan, and S. Syed-Abdul, “Preoperative virtual reality based intelligent approach for minimizing patient anxiety levels,” in 2019 IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2019.
148. M. Raja and G. G. Lakshmi Priya, “Sentiment and emotions extraction on teaching–learning from home (TLFH) and impact of online academic activities in India,” Mater. Today, 2021.
149. M. Raja and G. G. L. Priya, “Conceptual origins, technological advancements, and impacts of using Virtual Reality technology in education,” Webology, vol. 18, no. 2, pp. 116–134, 2021.
150. E. Murugan, and A. Siva, “Preparation of a novel soluble multi-site phase transfer catalyst and the kineticstudy for the C-alkylation of α-pinene,” Journal of Molecular Catalysis A: Chemical, vol. 235, no. 1-2, p. 220, 2005.
151. S. Santhoshkumar and E. Murugan, “Rationally designed SERS AgNPs/GO/g-CN nanohybrids to detect methyleneblue and Hg2+ ions in aqueous solution,” Applied Surface Science, vol. 553, p. 149544, 2021.
152. E. Murugan, S. Santhoshkumar, S. Govindaraju and M. Palanichamy, “Silver nanoparticles decorated g-C3N4: An efficient SERS substrate formonitoring catalytic reduction and selective Hg2+ ions detection,” Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, vol. 246, 119036, 2021.
153. E. Murugan, S. Santhosh Kumar, K. M. Reshna and S. Govindaraju, “Highly sensitive, stable g-CN decorated with AgNPs for SERS sensing of toluidine blue and catalytic reduction of crystal violet,” Journal of materials science, vol. 54, no.7, p. 5294, 2019.
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Published
2022-05-17
How to Cite
S Prabhu, P. Sobana, & S Karuppusamy. (2022). Forecasting Stock Price Using Multiple Regression in Machine Learning. Central Asian Journal of Theoretical and Applied Science, 3(5), 352-373. https://doi.org/10.17605/OSF.IO/P26ME
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Articles
Copyright (c) 2022 S Prabhu, P. Sobana, S Karuppusamy
This work is licensed under a Creative Commons Attribution 4.0 International License.
