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StatAlgo wrote a new blog post titled Total stranger best sites to buy essays
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StatAlgo wrote a new blog post titled Research Your Writing
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1373 days ago
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1373 days ago
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1380 days ago
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StatAlgo wrote a new blog post titled Seo Content Creation Service - Who Needs An Optimization Service?
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StatAlgo wrote a new blog post titled Twitter modelo de pagina de fa assista ao video
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StatAlgo wrote a new blog post titled Flash Boys and Investors
How does technology impact the electronic exchange of assets, and how does this advancement impact the individual investor? I spend a few minutes discussing high-frequency trading, then consider it's impact on the typical individual investor, and finally imagine where electronic trading is moving in the long run (hint: towards greater efficiency). In general, my hope is that the public should become more informed about market efficiency and the benefits of diversified portfolios, rather than focusing on market structure issues. On the other hand, market structure has a major impact on...
1916 days ago
StatAlgo wrote a new blog post titled Stream Processing with Messaging Systems
Stream processing involves taking a stream of messages and running a computation on each message. How can we manage high throughput given a large number of messages and potentially complicated computations? Messaging systems (EMS) are middleware which serve to pass messages reliably from one process to another providing a means for asynchronous communication, which means that processes are not blocked from operating to wait while another process is running (data is not synchronized between the producer and consumer). One standard design pattern that uses messaging queues is called the...
1936 days ago
StatAlgo wrote a new blog post titled A general introduction to stream processing
The topic of "real-time computing" (RTC) has grown substantially both in substance and popularity over the past few years alongside the rise of big data and data science. The related topic of data stream mining uses real-time computing to derive information from streams of data. This places additional focus on the end-to-end latency and robustness of the systems, and thus requires streaming algorithms. What is real-time computing? A system is said to be real-time if the total correctness of an operation depends not only upon its logical correctness, but also upon the time in which it is...
1946 days ago
StatAlgo wrote a new blog post titled Upcoming New York Data Events (Summer, 2014)
I'm going to be in NYC for the summer, so I was interested to know whether there are any events worth attending: @statalgo I am sure you know this, but KDD is in NYC this year http://t.co/mLZbmN81Y7 — Drew Conway (@drewconway) May 13, 2014 It turns out that there is an embarrassment of riches from two major data conferences: KDD is in NYC this year, from August 24-27, 2014. DataGotham is taking place on September 26, 2014. Proposals must be submitted by Saturday, May 17, 2014. Outside of that, some other interesting upcoming events in the month of May: At 7pm tonight (May 15,...
1949 days ago
StatAlgo wrote a new blog post titled Reinforcement Learning in R: Markov Decision Process (MDP) and Value Iteration
How can we find the best long-term plan? In the last post, we looked at the idea of dynamic programming, where a problem is divided into overlapping parts, each part is solved independently, and then aggregated back up into a global solution. This is one of the most basic and widely used methods for solving problems that involve optimal long-term planning.  I am emphasizing the long-term part because typical machine learning or statistical models consider the optimal solution to the current state.  This short-term solution can lead to sub-optimal behaviors over many steps when there is a...
2078 days ago
StatAlgo wrote a new blog post titled Reinforcement Learning in R: An Introduction to Dynamic Programming
Reinforcement Learning is an approach to learning that attempts to maximize a cumulative reward based on a set of actions and states. The techniques are very popular within operations research and control theory. It does not fall under the traditional paradigms of supervised or unsupervised learning because correct inputs/outputs are never provided. The algorithm is instead presented with some notion of doing well or poorly at each step. There are several different methods for optimizing a reinforcement learning problem; I will be focusing on Dynamic Programming. Dynamic programming (or...
2512 days ago
StatAlgo wrote a new blog post titled Market Microstructure 3: The Roll Model (1984)
As in Hasbrouck (2007), we continue our series on Market Microstructure with a simple theoretical model of bid/ask prices: the Roll model. Richard Roll (faculty page) developed the model in "A simple implicit measure of the e!ective bid-ask spread" (1984). This paper presents a method for inferring the effective bid-ask spread directly from a time series of market prices. The method requires no data other than the prices themselves... We start by making the following simplifying assumptions: All trading in the market is conducted through dealers. These dealers will post bid/ask prices at...
2534 days ago
StatAlgo wrote a new blog post titled Market Microstructure 2: An Overview
What is market microstructure? Market microstructure is about the fundamental forces involved in market exchange. Economics and finance tends to abstract itself away from the underlying details of trading and exchange, but market microstructure puts these details at the center of the analysis, and investigates how these change the basic supply and demand interactions. In short, market microstructure aims to understand the foundations of markets. It is concerned with (1) market structure and design, (2) price formation and discovery, and (3) liquidity and transaction costs. While a...
2597 days ago