GIS Based Crime Hotspot Mapping And Analysis Using
Interpolation Method
Surya U,
Master of Engineering,
Department of Computer science and Engineering,
Avinashilingam University,Coimbatore-641108.
Phone.No:9500701371, E Mail:udayakumar.surya@gmail.com
Abstract--- Crime is the major activity which is uniform in all aspects. One of the major actions that have to be performed by crime investigation department are mitigation hot spot of locations where the number of crimes are happening more.In this paper Radial Basis Function (RBF) is introduced which predict values that can vary above the maximum or below the minimum of the measured values and triangulation with linear interpolation method to provide a flexible structure that can
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GIS functions combined with capabilities of location identification devices such as GPS ,facilitate tracking the movement of high risk inmates or at risk personnel throughout an area .GPS device is more cost effective for crime analsiis to come up with the information for patrol officers to do themselves.
3.METHODOLOGY
To implement the Hotspot detection the methobology shown in the figure 3.1 followed .It consists of six steps for detecting the crime hotspots .Dataset collection is the basic steps for implementation .In the second step the latitude and longitudinal values of the area fed in to the excel file .In the third step files are transformed to the GIS environment and the data are digitized and crimes are analysed and mapped using interpolation
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RBF methods estimates values that can vary above the maximum or below the minimum of the estimate values. In radial basis interpolation method, there is a framework that controls the smoothness of the effective surface. The resulting values of the methods are based on a mathematical function that minimises overall surface curvature, generating quite smooth surfaces. The disimilarity among them are slight, so the generated surfaces are almost same. A formula f, which minimises the following factor is an example of RBF technique and more specifically of the exact spline method: A(f) +∑_(i=1)^n▒〖W_i^2 [f(X_i )-Y(X_i)]^2 〗 where y(xi)=z(xi)+ε(xi) is the source of stochastical error, where z is the measured value of an non saptial at point xi and epsilon is the associated stochastical error. A(f) represents the flatten surface of the function f and the second term represents its proximity to the data .
4.1.2 Triangular With Linear Interpolation
The error will be ${\bf {\varepsilon}_i = u- \frac{P_1^T X_i}{P_3^T X_i} }$ which is precisely the error in image measurements in equation
Crime itself is an innate part of society, some may view it as a necessary component in one's society. New York city has had a history of high crime rates at one time. In the article, “How New York won the War on Crime” by Steve Chapman, the author discuss how New York City during the 1960s to the 1980s was viewed as “chaotic”, and mentioned that in 1984 there were at least “5 murders a day”. However, New York City now is not the same one it was during that time. The NYPD website provides a graph describing the crime rates and population growth in New York City between 1990s to to 2014.
Using coordinates or simple objectives allows the ability to make proper determination. Geographic data allows identifiable information to be offered to subscribers with the encouragement of geographical indicators. Display tools offer a realism of visual effects and the most applicable advantages. Photogrammetry and Remote Sensing, spatial statics and Geographic Information Systems (GIS): Systems of these nature offer geographers collaborative and analyzed information far more unique than traditional research techniques (Geographic Information Systems as an Integrating Technology: Context, Concepts, and Definitions,2015). Lastly, geographic reality and space relation must be gathered using input and output of data and formulaic sequences, but the tools make them applicable to user.
Historically, eyewitness accounts of a crime were a vital piece of evidence used in the prosecution of criminal offenses. Lineups were a method used where typically a group of individuals not involved in the crime along with the suspect whom is believed to be directly related to the crime are grouped together for the witness to review in the hopes to identify the suspect. This is accomplished in two ways, the first is simultaneous where several photos are grouped together at the same time (typically six) for the witness to review. This specific procedure raises the issue of certainty from the witness.
To examine the crime in Baltimore, the Baltimore police department will be analyzed first. The Baltimore Police Department consist of nearly four thousand nonmilitant
It will also help to create the necessary buffer to examine the murder rate of the neighborhoods next to to Woodlawn that are all within the same community area. I will use single symbol features to identify the neighborhoods. (City of Chicago Data Portal) Flat Databases: Crimes 2001 to present dataset (City of Chicago data portal) will be used to map crime in the Woodlawn neighborhood and adjacent neighborhoods within the community area between 2010-2014. (City of Chicago Data
According to the FBI website for Uniform crime reports, this specific type of system is the most reliable and accurate when it comes to seeking information for crime around the city and/or state. Uniform crime reports are updated annually by the FBI website with the information received for that
The Uniform Crime Report (UCR) Program was established in 1930 by the Federal Bureau of Investigation. This program allows for the reporting of crime statistics across the United States. Law enforcement, including city, county, state, tribal, and university agencies send information to the Federal Bureau of Investigation so that crime data can be compiled. Uniform crime reports provide agencies with standard classifications and definitions of crimes. This makes it easier for agencies to send the information to the Federal Bureau of Investigation.
For millions of Americans, the presents of a uniformed police officer bring comfort and assurance that order in being kept amongst our society. For others, the feeling of being stopped because they look or act a certain way bring frustration and fear amongst minorities. Criminal profiling is a high-profile issue facing law enforcement, due to criticisms about how profiling’s were carried out. Difference in police exists. Whether profiling is the exception or the rule, it is highly debated across the United States.
The crime index is mainly made up of property crimes. The interpretation of UCR statistics and lastly demographic shift may cause an impact on crime rates. The UCR calculates
MAPPA assesses the risk to the public posed by the offender
There are many ways in which an officer or investigator can find the motives behind why a crime was committed; however, the use of victimology can be used as an essential tool. For instance, an officer or an investigator may use a crime scene analysis to gain an understanding of the distinctive details of a crime and the crime scenes related to that said crime (Turvey,2011). Within a crime scene analysis, victims are assessed by their risk levels, such as lifestyle and situational. The function of age, physical size, race, marital status, living situation, location of residence, and occupancy; would be considered a lifestyle risk (Burgess, Regehr, & Roberts, 2013). On the other hand, situational risk level can be described as the victims’
Therefore, this study attempts to answer the question of whether investigators can accurately infer characteristics of offenders based on crime scene actions, by identifying temporal
If any kinds of incident happen then it will be the evolution to identify the criminal. Not only that, it will provide the criminal exact address. But, before implementation this technology it is very much important to merge the national identity database and the surveillance system server. On the other hand, every security surveillance system has to link with a single secure server.[3] In a free country safety and security is in high priority.
Stake holders can benefit from crime mapping by receiving real time security updates of local areas, assisting basic threat assessments to determine where significant risks are most prominent and, will support local intelligence agencies in understanding risk locations. However, permitting crime mapping as an open source research tool can also be a disadvantage. Open source allows every member of the public access including adversaries. I feel the biggest victims of crime mapping will be local businesses, police forces and the general