{"product_id":"developing-an-effective-model-for-detecting-trade-based-market-manipulation","title":"Developing an Effective Model for Detecting Trade-Based Market Manipulation","description":"\u003cp\u003e\u003c\/p\u003e\u003cblockquote\u003e\n\u003cbr\u003eStock market manipulation is detrimental to traders and corporations, causes unnecessary price fluctuations, and only benefits financial criminals. This research proposes an effective model to help identify stocks witnessing activities that are indicative of potential manipulation through three separate but related studies. The models use discriminant analysis, a composite classifier based on Artificial Neural Network and Genetic Algorithm, and support Vector Machines to arrive at a shortlist of securities for further investigation. \u003c\/blockquote\u003e\u003cp\u003e                                                            \u003cstrong\u003eFormat\u003c\/strong\u003e: Hardback\u003cbr\u003e                              \u003cstrong\u003eLength\u003c\/strong\u003e: 120 pages\u003cbr\u003e                              \u003cstrong\u003ePublication date\u003c\/strong\u003e: 05 May 2021\u003cbr\u003e                              \u003cstrong\u003ePublisher\u003c\/strong\u003e: Emerald Publishing Limited\u003cbr\u003e                          \u003c\/p\u003e \u003cp\u003e\u003cbr\u003eStock market manipulation is a serious issue that can have detrimental effects on traders and corporations. It leads to unnecessary price fluctuations and only benefits financial criminals. This research aims to develop an effective model to identify stocks that are witnessing activities that are indicative of potential manipulation.\u003cbr\u003e\u003cbr\u003eThe research presented here involves three separate but related studies. The first study uses discriminant analysis to identify stocks that are likely to be manipulated. The second study proposes a composite classifier based on Artificial Neural Network and Genetic Algorithm to identify stocks that are subject to manipulation. The third study uses support Vector Machines to identify stocks that are likely to be manipulated.\u003cbr\u003e\u003cbr\u003eThe proposed models help investigators to arrive at a shortlist of securities that could be subject to further detailed investigation to detect the type and nature of the manipulation, if any. The models have varying degrees of accuracy, depending on the specific data and techniques used.\u003cbr\u003e\u003cbr\u003eDeveloping an Effective Model for Detecting Trade-Based Market Manipulation is a comprehensive study that explores the topic in detail. It introduces the topic, explores the aims and scopes of the research, and delves into the data and modelling to explore their application to the stock market to detect price manipulation.\u003cbr\u003e\u003cbr\u003eIn conclusion, stock market manipulation is a serious issue that can have detrimental effects on traders and corporations. This research aims to develop an effective model to identify stocks that are witnessing activities that are indicative of potential manipulation. The proposed models have varying degrees of accuracy, depending on the specific data and techniques used.\u003c\/p\u003e\u003cp\u003e                            \u003cstrong\u003eWeight\u003c\/strong\u003e: 306g                            \u003cbr\u003e\u003cstrong\u003eDimension\u003c\/strong\u003e: 163 x 239 x 14 (mm)                            \u003cbr\u003e\u003cstrong\u003eISBN-13\u003c\/strong\u003e: 9781801173971                                                      \u003c\/p\u003e","brand":"Dr. Jose Joy Thoppan,Dr. M. Punniyamoorthy,Dr. K. Ganesh,Dr. Sanjay Mohapatra","offers":[{"title":"Hardback","offer_id":44096461209850,"sku":"9781801173971","price":45.68,"currency_code":"GBP","in_stock":true}],"url":"https:\/\/shulphink.com\/products\/developing-an-effective-model-for-detecting-trade-based-market-manipulation","provider":"Shulph Ink","version":"1.0","type":"link"}