Objective – A previous study conducted by the same authors found that the conditions of market overreaction occurred in Indonesia and the market factor in CAPM, or a single beta, is able to explain the portfolio returns. As a continuation of that study, we now use the concept of conditional...

Objective – The increasing number of companies listed at Indonesia Stock Exchange showed that there are positive growth of capital market in Indonesia. To be sustain in the market, companies need to improve their competitive advantage by optimizing resource utilization such as financial...

Technology is becoming deeply interwoven into the fabric of society. The Internet has become a central source of information for many people when making day-to-day decisions. Here, we present a method to mine the vast data Internet users create when searching for information online, to identify...

This paper attempts to formalise the effect of demographic variables like marital status, gender, occupation and age on the source of investment advice which in turn affect the herd behaviour of investors and probability of investment in near future. Further, postulations have been made for most...

Understanding correlations in complex systems is crucial in the face of turbulence, such as the ongoing financial crisis. However, in complex systems, such as financial systems, correlations are not constant but instead vary in time. Here we address the question of quantifying state-dependent...

The complex behavior of financial markets emerges from decisions made by many traders. Here, we exploit a large corpus of daily print issues of the Financial Times from 2nd January 2007 until 31st December 2012 to quantify the relationship between decisions taken in financial markets and...

Financial crises result from a catastrophic combination of actions. Vast stock market datasets offer us a window into some of the actions that have led to these crises. Here, we investigate whether data generated through Internet usage contain traces of attempts to gather information before...

The dynamics of news are such that some days are dominated by a single story while others see news outlets reporting on a range of different events. While these large-scale features of news are familiar to many, they are often ignored in settings where they may be important in understanding...

This paper analyzes three aspects of over-the-counter (OTC) stocks: (1) the recent trends in the OTC stock market structure and size; (2) the documented properties of OTC stocks; and (3) the differences in returns based on investor and stock characteristics. Approximately 10,000 OTC stocks were...

We introduce a simple model for simulating financial markets, based on an order book, in which several agents trade one asset at a virtual exchange continuously. For a stationary market the structure of the model, the order flow rates of the different kinds of order types and the used price time...