TY - JOUR AU - Bassler, K. E. AU - McCauley, J. L. AU - Gunaratne, G. H. PY - 2007 DA - 2007// TI - Nonstationary increments, scaling distributions, and variable diffusion processes in financial markets JO - Proc Nat Acad Sci VL - 104 UR - https://doi.org/10.1073/pnas.0708664104 DO - 10.1073/pnas.0708664104 ID - Bassler2007 ER - TY - JOUR AU - Black, F. AU - Scholes, M. PY - 1973 DA - 1973// TI - The pricing of options and corporate liabilities JO - J Polit Econ VL - 81 UR - https://doi.org/10.1086/260062 DO - 10.1086/260062 ID - Black1973 ER - TY - JOUR AU - Bollen, J. AU - Mao, H. AU - Zeng, X. PY - 2011 DA - 2011// TI - Twitter mood predicts the stock market JO - J Comput Sci VL - 2 UR - https://doi.org/10.1016/j.jocs.2010.12.007 DO - 10.1016/j.jocs.2010.12.007 ID - Bollen2011 ER - TY - BOOK AU - Bouchaud, J. -. P. AU - Potters, M. PY - 2000 DA - 2000// TI - Theory of Finacial Risks PB - Cambridge University Press CY - Cambridge, UK ID - Bouchaud2000 ER - TY - JOUR AU - Chaim, P. AU - Laurini, M. P. PY - 2019 DA - 2019// TI - Nonlinear dependence in cryptocurrency markets JO - N Am J Econ Finance VL - 48 UR - https://doi.org/10.1016/j.najef.2019.01.015 DO - 10.1016/j.najef.2019.01.015 ID - Chaim2019 ER - TY - BOOK AU - Cox, M. G. AU - Hammarling, S. PY - 1990 DA - 1990// TI - Reliable Numerical Computation PB - Oxford University Press CY - Oxford ID - Cox1990 ER - TY - STD TI - Cretarola, A, Figà-Talamanca G (2019a) Bubble regime identification in an attention-based model for bitcoin and ethereum price dynamics. Econ Lett:108831. https://doi.org/10.1016/j.econlet.2019.108831. ID - ref7 ER - TY - STD TI - Cretarola, A, Figà-Talamanca G (2019b) Detecting bubbles in bitcoin price dynamics via market exuberance. Ann Oper Res. https://doi.org/10.1007/s10479-019-03321-z. ID - ref8 ER - TY - STD TI - Cretarola, A, Figà-Talamanca G, Patacca M (2019) Market attention and bitcoin price modeling: theory, estimation and option pricing. Decisions Econ Finan. https://doi.org/10.1007/s10203-019-00262-x. ID - ref9 ER - TY - CHAP AU - Cretarola, A. AU - Figà-Talamanca, G. ED - Salman, A. ED - Razzaq, M. G. A. PY - 2019 DA - 2019// TI - Modeling bitcoin price and bubbles BT - Blockchain and Cryptocurrencies. Chap. 1. PB - IntechOpen CY - Rijeka ID - Cretarola2019 ER - TY - STD TI - DARPAComputational Simulation of Online Social Behavior (SocialSim). https://www.darpa.mil/program/computational-simulation-of-online-social-behavior. Accessed 25 Oct 2019. UR - https://www.darpa.mil/program/computational-simulation-of-online-social-behavior ID - ref11 ER - TY - STD TI - Franco, JCG (2003) Maximum likelihood estimation of mean reverting processes. http://www.investmentscience.com/Content/howtoArticles/MLE_for_OR_mean_reverting.pdf. Accessed 12 Feb 2020. UR - http://www.investmentscience.com/Content/howtoArticles/MLE_for_OR_mean_reverting.pdf ID - ref12 ER - TY - JOUR AU - Fry, J. PY - 2018 DA - 2018// TI - Booms, busts and heavy-tails: The story of bitcoin and cryptocurrency markets? JO - Econ Lett VL - 171 UR - https://doi.org/10.1016/j.econlet.2018.08.008 DO - 10.1016/j.econlet.2018.08.008 ID - Fry2018 ER - TY - BOOK AU - Gardiner, C. W. PY - 1985 DA - 1985// TI - Handbook of Stochastic Methods, 2nd edn PB - Springer CY - New York City ID - Gardiner1985 ER - TY - JOUR AU - Hurn, A. S. AU - Lindsay, K. A. AU - Martin, V. L. PY - 2003 DA - 2003// TI - On the efficacy of simulated maximum likelihood for estimating the parameters of stochastic differential Equations* JO - Journal of Time Series Analysis VL - 24 UR - https://doi.org/10.1111/1467-9892.00292 DO - 10.1111/1467-9892.00292 ID - Hurn2003 ER - TY - JOUR AU - Itô, K. PY - 1944 DA - 1944// TI - Stochastic integral JO - Proc Imp Acad VL - 20 UR - https://doi.org/10.3792/pia/1195572786 DO - 10.3792/pia/1195572786 ID - Itô1944 ER - TY - BOOK AU - Johnson, R. A. AU - Wichern, D. W. PY - 2002 DA - 2002// TI - Applied Multivariate Statistical Analysis, 5th Edition PB - Prentice Hall CY - Upper Saddle River ID - Johnson2002 ER - TY - JOUR AU - Kim, Y. o. u. n. g. B. i. n. AU - Kim, J. u. n. G. i. AU - Kim, W. o. o. k. AU - Im, J. a. e. H. o. AU - Kim, T. a. e. H. y. e. o. n. g. AU - Kang, S. h. i. n. J. i. n. AU - Kim, C. h. a. n. g. H. u. n. PY - 2016 DA - 2016// TI - Predicting Fluctuations in Cryptocurrency Transactions Based on User Comments and Replies JO - PLOS ONE VL - 11 UR - https://doi.org/10.1371/journal.pone.0161197 DO - 10.1371/journal.pone.0161197 ID - Kim2016 ER - TY - STD TI - Kreuser, JL, Sornette D (2018) Bitcoin bubble trouble, 30–39.. Wilmott. ID - ref19 ER - TY - STD TI - Lamon, C, Nielsen E, Redondo E (2017) Cryptocurrency Price Prediction Using News and Social Media Sentiment.. CS229 Final Project Report, Stanford University. http://cs229.stanford.edu/proj2017/final-reports/5237280.pdf. UR - http://cs229.stanford.edu/proj2017/final-reports/5237280.pdf ID - ref20 ER - TY - JOUR AU - Mai, F. AU - Shan, J. AU - Bai, Q. AU - Wang, S. AU - Chiang, R. PY - 2018 DA - 2018// TI - How does social media impact bitcoin value? a test of the silent majority hypothesis JO - J Manag Inf Syst VL - 35 UR - https://doi.org/10.1080/07421222.2018.1440774 DO - 10.1080/07421222.2018.1440774 ID - Mai2018 ER - TY - BOOK AU - Mantegna, R. N. AU - Stanly, H. E. PY - 2000 DA - 2000// TI - An Intorduction To Econophysics PB - Cambridge University Press CY - Cambridge, UK ID - Mantegna2000 ER - TY - JOUR AU - Maruddani, D. A. I. PY - 2018 DA - 2018// TI - Modeling stock prices in a portfolio using multidimensional geometric brownian motion JO - Journal of Physics: Conference Series VL - 1025 ID - Maruddani2018 ER - TY - JOUR AU - Máté, G. AU - Néda, Z. PY - 2016 DA - 2016// TI - The advantage of inhomogeneity: Lessons from a noise driven linearized dynamical system JO - Phys A Stat Mech Appl VL - 445 UR - https://doi.org/10.1016/j.physa.2015.11.011 DO - 10.1016/j.physa.2015.11.011 ID - Máté2016 ER - TY - JOUR AU - Mejía Vega, C. A. PY - 2018 DA - 2018// TI - Calibration of the exponential ornstein–uhlenbeck process when spot prices are visible through the maximum log-likelihood method. example with gold prices JO - Adv Differ Equ VL - 2018 UR - https://doi.org/10.1186/s13662-018-1718-4 DO - 10.1186/s13662-018-1718-4 ID - Mejía Vega2018 ER - TY - JOUR AU - Merton, R. C. PY - 1971 DA - 1971// TI - Optimum consumption and portfolio rules in a continuous-time model JO - J Economic Theory VL - 3 UR - https://doi.org/10.1016/0022-0531(71)90038-X DO - 10.1016/0022-0531(71)90038-X ID - Merton1971 ER - TY - JOUR AU - Merton, R. C. PY - 1973 DA - 1973// TI - The theory of rational option pricing JO - Bell J Econ Manage Sci VL - 4 UR - https://doi.org/10.2307/3003143 DO - 10.2307/3003143 ID - Merton1973 ER - TY - BOOK AU - Øksendal, B. PY - 2003 DA - 2003// TI - Stochastic Differential Equations An Introduction with Applications, 6th edn. PB - Springer CY - Berlin, Heidelberg ID - Øksendal2003 ER - TY - JOUR AU - Onnela, J. -. P. AU - Chakraborti, A. AU - Kaski, K. AU - Kertész, J. AU - Kanto, A. PY - 2003 DA - 2003// TI - Dynamics of market correlations: Taxonomy and portfolio analysis JO - Phys Rev E VL - 68 UR - https://doi.org/10.1103/PhysRevE.68.056110 DO - 10.1103/PhysRevE.68.056110 ID - Onnela2003 ER - TY - STD TI - Phillips, RC, Gorse D (2017) Predicting cryptocurrency price bubbles using social media data and epidemic modelling In: 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 1–7. https://doi.org/10.1109/SSCI.2017.8280809. ID - ref30 ER - TY - JOUR AU - Plerou, V. AU - Gopikrishnan, P. AU - Rosenow, B. AU - Amaral, L. A. N. AU - Guhr, T. AU - Stanley, H. E. PY - 2002 DA - 2002// TI - Random matrix approach to cross correlations in financial data JO - Phys Rev E VL - 65 UR - https://doi.org/10.1103/PhysRevE.65.066126 DO - 10.1103/PhysRevE.65.066126 ID - Plerou2002 ER - TY - JOUR AU - Rayner, J. C. W. PY - 1985 DA - 1985// TI - Maximum likelihood estimation of μ and σ from a multivariate normal distribution JO - Am Stat VL - 39 ID - Rayner1985 ER - TY - JOUR AU - Reddy, K. AU - Clinton, V. PY - 2016 DA - 2016// TI - Simulating stock prices using geometric brownian motion: evidence from australian companies JO - Aust Account Bus Financ J VL - 10 ID - Reddy2016 ER - TY - STD TI - Rosati, P, Fox G, Lynn T (2018) Bitcoin and the Role of Social Media: An Empirical Analysis of Firm Level Legitimation Strategies In: Proceeding of the 2018 British Academy of Management Conference (BAM 2018), Bristol. ID - ref34 ER - TY - STD TI - Saha, K (2018) An investigation into the dependence structure of major cryptocurrencies. SSRN. https://doi.org/10.2139/ssrn.3241216. ID - ref35 ER - TY - JOUR AU - Sándor, B. AU - Néda, Z. PY - 2015 DA - 2015// TI - A spring-block analogy for the dynamics of stock indexes JO - Phys A Stat Mech Appl VL - 427 UR - https://doi.org/10.1016/j.physa.2015.01.079 DO - 10.1016/j.physa.2015.01.079 ID - Sándor2015 ER - TY - JOUR AU - Sauer, T. PY - 2013 DA - 2013// TI - Computational solution of stochastic differential equations JO - Wiley Interdiscip Rev Comput Stat VL - 5 UR - https://doi.org/10.1002/wics.1272 DO - 10.1002/wics.1272 ID - Sauer2013 ER - TY - JOUR AU - Schwartz, E. S. PY - 1997 DA - 1997// TI - The stochastic behavior of commodity prices: Implications for valuation and hedging JO - J Finance VL - 52 UR - https://doi.org/10.1111/j.1540-6261.1997.tb02721.x DO - 10.1111/j.1540-6261.1997.tb02721.x ID - Schwartz1997 ER - TY - JOUR AU - Singh, R. AU - Ghosh, D. AU - Adhikari, R. PY - 2018 DA - 2018// TI - Fast bayesian inference of the multivariate ornstein-uhlenbeck process JO - Phys Rev E VL - 98 UR - https://doi.org/10.1103/PhysRevE.98.012136 DO - 10.1103/PhysRevE.98.012136 ID - Singh2018 ER - TY - JOUR AU - Tang, C. Y. AU - Chen, S. X. PY - 2009 DA - 2009// TI - Parameter estimation and bias correction for diffusion processes JO - J Econ VL - 149 UR - https://doi.org/10.1016/j.jeconom.2008.11.001 DO - 10.1016/j.jeconom.2008.11.001 ID - Tang2009 ER - TY - STD TI - Tarnopolski, M (2017) Modeling the price of bitcoin with geometric fractional brownian motion: a monte carlo approach arXiv preprint arXiv:1707.03746. ID - ref41 ER - TY - JOUR AU - Teng, L. AU - Ehrhardt, M. AU - Günther, M. PY - 2016 DA - 2016// TI - Modelling stochastic correlation JO - J Math Ind VL - 6 UR - https://doi.org/10.1186/s13362-016-0018-4 DO - 10.1186/s13362-016-0018-4 ID - Teng2016 ER - TY - BOOK AU - Wilmott, P. AU - Howison, S. AU - Dewynne, J. PY - 1995 DA - 1995// TI - The Mathematics of Financial Derivatives PB - Cambridge University Press CY - Cambridge, UK UR - https://doi.org/10.1017/CBO9780511812545 DO - 10.1017/CBO9780511812545 ID - Wilmott1995 ER - TY - JOUR AU - Wu, K. AU - Wheatley, S. AU - Sornette, D. PY - 2018 DA - 2018// TI - Classification of cryptocurrency coins and tokens by the dynamics of their market capitalizations JO - R Soc Open Sci VL - 5 UR - https://doi.org/10.1098/rsos.180381 DO - 10.1098/rsos.180381 ID - Wu2018 ER - TY - STD TI - Yao, S, Hao Y, Liu D, Liu S, Shao H, Wu J, Bamba M, Abdelzaher T, Flamino J, Szymanski B (2018) A predictive self-configuring simulator for online media In: 2018 Winter Simulation Conference (WSC), 1262–1273. https://doi.org/10.1109/WSC.2018.8632412. ID - ref45 ER -