Bitcoin Price Prediction Using Deep Learning

B.  Revathi; Meena.  M; Monica.  S; S. V. Nayana  Kumari

doi:10.31149/ijhcs.v4i5.3064

Authors

B. Revathi
[email protected]
Assistant Professor, Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
Meena. M Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
Monica. S Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
S. V. Nayana Kumari Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India

Vol. 4 No. 5 (2022): IJHCS

Articles

May 25, 2022

Bitcoin is an online currency developed in 2009. Bitcoin is a visual and cloud-based record that any individual authority can control. The cost of bitcoins has increased dramatically, and it is difficult to predict future costs with each Bitcoin. This project uses an in-depth study model to predict Bitcoin value to analyze the digital currency market. The proposed system uses the LSTM algorithm to predict the price of bitcoin in advance. This program can provide many of the key features needed to predict the level of bitcoin in the system. This model helps the user to decide to invest in Bitcoin.

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121. Rupapara, V., Thipparthy, K. R., Gunda, N. K., Narra, M., & Gandhi, S. (2020). Improving video ranking on social video platforms. 2020 7th International Conference on Smart Structures and Systems (ICSSS), 1–5.
122. 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.
123. 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.
124. 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.
125. D.S. Hooda, Keerti Upadhyay and D.K. Sharma, “On Parametric Generalization of ‘Useful’ R- norm Information Measure” British Journal of Mathematics & Computer Science, Vol. 8(1), pp. 1-15, 2015.
126. D.S. Hooda, Keerti Upadhyay and D.K. Sharma, “A Generalized Measure of ‘Useful R-norm Information”, International Journal of Engineering Mathematics and Computer Sciences, Vol 3(5), pp.1-11, 2014.
127. D.S. Hooda, Keerti Upadhyay and D.K. Sharma, “Bounds on Cost Measures in terms of ‘Useful’ R-norm Information Measures” Direct Research Journal of Engineering and Information Technology, Vol.2 (2), pp.11-17, 2014.
128. D.S. Hooda and D.K. Sharma, “Lower and Upper Bounds Inequality of a Generalized ‘Useful’ Mean Code Length” GAMS Journal of Mathematics and Mathematical Biosciences, Vol. 4(1), pp.62-69, 2013.
129. D.S. Hooda, Keerti Upadhyay and D.K. Sharma, ‘Useful’ R-Norm Information Measure and its Properties” IOSR Journal of Electronics and Communication Engineering, Vol. 8, pp. 52-57, 2013.
130. D.S. Hooda, Sonali Saxena and D.K. Sharma, “A Generalized R-Norm Entropy and Coding Theorem” International Journal of Mathematical Sciences and Engineering Applications, Vol.5(2), pp.385-393, 2011.
131. D.S. Hooda and D.K. Sharma, “Bounds on Two Generalized Cost Measures” Journal of Combinatorics, Information & System Sciences, Vol. 35(3-4), pp. 513-530, 2010.
132. D.K. Sharma and D.S. Hooda, “Generalized Measures of ‘Useful’ Relative Information and Inequalities” Journal of Engineering, Management & Pharmaceutical Sciences, Vol.1(1), pp.15-21, 2010.
133. D.S. Hooda and D.K. Sharma (2010) “Exponential Survival Entropies and Their Properties” Advances in Mathematical Sciences and Applications, Vol. 20, pp. 265-279, 2010.
134. D.S. Hooda and D.K. Sharma, “Generalized ‘Useful’ Information Generating Functions” Journal of Appl. Math. and Informatics, Vol. 27( 3-4), pp. 591-601, 2009.
135. D.S. Hooda and D.K. Sharma, “Non-additive Generalized Measures of ‘Useful’ Inaccuracy” Journal of Rajasthan Academy of Physical Sciences, Vol. 7(3), pp.359-368, 2008.
136. 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.
137. Dilip Kumar Sharma, “Some Generalized Information Measures: Their characterization and Applications”, Lambert Academic Publishing, Germany, 2010. ISBN: 978-3838386041.
138. Ibrahim, K., Obaid, A. (2021). Fraud usage detection in internet users based on log data. International Journal of Nonlinear Analysis and Applications, 12(2), 2179-2188.
139. Sharma, G., Kumar, J., Sharma, S., Singh, G., Singh, J., Sharma, A., . . . Obaid, A. J. (2021). Performance of diesel engine having waste heat recovery system fixed on stainless steel made exhaust gas pipe. Materials Today: Proceedings.
140. Abdulreda, A., Obaid, A. (2022). A landscape view of deepfake techniques and detection methods. International Journal of Nonlinear Analysis and Applications, 13(1), 745-755.
141. 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.
142. 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.
143. 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.
144. 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.
145. 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.
146. 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).
147. 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.
148. 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.
149. 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)
150. 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.
151. 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.
152. 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).
153. 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.
154. 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.
155. 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.
156. Abdulbaqi, A., Younis, M., Younus, Y., Obaid, A. (2022). A hybrid technique for EEG signals evaluation and classification as a step towards to neurological and cerebral disorders diagnosis. International Journal of Nonlinear Analysis and Applications, 13(1), 773-781.
157. Pandey, D., Wairya, S., Al Mahdawi, R., Najim, S., Khalaf, H., Al Barzinji, S., Obaid, A. (2021). Secret data transmission using advanced steganography and image compression. International Journal of Nonlinear Analysis and Applications, 12(Special Issue), 1243-1257.
158. Adhikari, S., Hutaihit, M., Chakraborty, M., Mahmood, S., Durakovic, B., Pal, S., Akila, D., Obaid, A. (2021). Analysis of average waiting time and server utilization factor using queueing theory in cloud computing environment. International Journal of Nonlinear Analysis and Applications, 12(Special Issue), 1259-1267. doi: 10.22075/ijnaa.2021.5636
159. Azmi Shawkat Abdulbaqi, Ahmed J. Obaid & Maysaa Hameed Abdulameer (2021) Smartphone-based ECG signals encryption for transmission and analyzing via IoMTs, Journal of Discrete Mathematical Sciences and Cryptography, DOI: 10.1080/09720529.2021.1958996
160. 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.
161. 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.
162. 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.
163. 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.
164. 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.
165. 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.
166. 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.
167. Obaid, A. J., Ibrahim, K. K., Abdulbaqi, A. S., & Nejrs, S. M. (2021). An adaptive approach for internet phishing detection based on log data. Periodicals of Engineering and Natural Sciences, 622-631.
168. 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
169. Suman Rajest S, Regin R, Bhopendra Singh, Arlin Rooshma, Ahmed J. Obaid, “ICT based Framework for Data Science and Machine Learning Applications” Innovations in Information and Communication Technology,” IJAICT India Publications, https://doi.org/10.46532/978-81-950008-7-6.
170. Suman Rajest S, P. Suresh, (Editors), “A new way of learning Language, Literature and Literary Theories”, NEW ACADEMIA: An International Journal of English Language, Literature and Literary Theory. Barloni Books. https://interactionsforum.com/special-issues/special-issue-july-aug-2018
171. 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
172. 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.
173. 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.
174. 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.
175. 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.
176. 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.
177. 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.
178. 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.
179. 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.
180. 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.
181. 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
182. 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
183. 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.
184. Tribhuwan Kumar, S. Suman Rajest, Klinge Orlando Villalba-Condori, Dennis Arias-Chavez, K. Rajesh, M. Kalyan Chakravarthi, “An Evaluation on Speech Recognition Technology based on Machine Learning, “Webology, Volume 19, Number 1, January, 2022, pp. 646-663.
185. 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.
186. 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
187. 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
188. 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
189. 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
190. 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
191. 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.
192. 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.
193. 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.
194. 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.
195. 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.
196. 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.
197. 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.
198. 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.
199. 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.