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Crime Data Analysis Using Kmeans Clustering Technique
 
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Introduction Data Mining deals with the discovery of hidden knowledge, unexpected patterns and new rules from large databases. Crime analyses is one of the important application of data mining. Data mining contains many tasks and techniques including Classification, Association, Clustering, Prediction each of them has its own importance and applications It can help the analysts to identify crimes faster and help to make faster decisions. The main objective of crime analysis is to find the meaningful information from large amount of data and disseminates this information to officers and investigators in the field to assist in their efforts to apprehend criminals and suppress criminal activity. In this project, Kmeans Clustering is used for crime data analysis. Kmeans Algorithm The algorithm is composed of the following steps: It randomly chooses K points from the data set. Then it assigns each point to the group with closest centroid. It again recalculates the centroids. Assign each point to closest centroid. The process repeats until there is no change in the position of centroids. Example of KMEANS Algorithm Let’s imagine we have 5 objects (say 5 people) and for each of them we know two features (height and weight). We want to group them into k=2 clusters. Our dataset will look like this: First of all, we have to initialize the value of the centroids for our clusters. For instance, let’s choose Person 2 and Person 3 as the two centroids c1 and c2, so that c1=(120,32) and c2=(113,33). Now we compute the Euclidean distance between each of the two centroids and each point in the data.
Views: 1137 E2MATRIX RESEARCH LAB
What is CRIME ANALYSIS? What does CRIME ANALYSIS mean? CRIME ANALYSIS meaning & explanation
 
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What is CRIME ANALYSIS? What does CRIME ANALYSIS mean? CRIME ANALYSIS meaning - CRIME ANALYSIS definition - CRIME ANALYSIS explanation. SUBSCRIBE to our Google Earth flights channel - https://www.youtube.com/channel/UC6UuCPh7GrXznZi0Hz2YQnQ Source: Wikipedia.org article, adapted under https://creativecommons.org/licenses/by-sa/3.0/ license. Crime analysis is a law enforcement function that involves systematic analysis for identifying and analyzing patterns and trends in crime and disorder. Information on patterns can help law enforcement agencies deploy resources in a more effective manner, and assist detectives in identifying and apprehending suspects. Crime analysis also plays a role in devising solutions to crime problems, and formulating crime prevention strategies. Quantitative social science data analysis methods are part of the crime analysis process, though qualitative methods such as examining police report narratives also play a role. Crime analysis can occur at various levels, including tactical, operational, and strategic. Crime analysts study crime reports, arrests reports, and police calls for service to identify emerging patterns, series, and trends as quickly as possible. They analyze these phenomena for all relevant factors, sometimes predict or forecast future occurrences, and issue bulletins, reports, and alerts to their agencies. They then work with their police agencies to develop effective strategies and tactics to address crime and disorder. Other duties of crime analysts may include preparing statistics, data queries, or maps on demand; analyzing beat and shift configurations; preparing information for community or court presentations; answering questions from the public and the press; and providing data and information support for a police department's CompStat process. To see if a crime fits a certain known pattern or a new pattern is often tedious work of crime analysts, detectives or in small departments, police officers or deputies themselves. They must manually sift through piles of paperwork and evidence to predict, anticipate and hopefully prevent crime. The U.S. Department of Justice and the National Institute of Justice recently launched initiatives to support “predictive policing”, which is an empirical, data-driven approach. However this work to detect specific patterns of crime committed by an individual or group (crime series), remains a manual task. MIT doctoral student Tong Wang, Cambridge (Mass.) Police Department CPD Lieutenant Daniel Wagner, CPD crime analyst Rich Sevieri and Assoc. Prof. of Statistics at MIT Sloan School of Management and the co-author of Learning to Detect Patterns of Crime Cynthia Rudin have designed a machine learning method called “Series Finder” that can assist police in discovering crime series in a fraction of the time. Series Finder grows a pattern of crime, starting from a seed of two or more crimes. The Cambridge Police Department has one of the oldest crime analysis units in the world and their historical data was used to train Series Finder to detect housebreak patterns. The algorithm tries to construct a modus operandi (MO). The M.O. is a set of habits of a criminal and is a type of behavior used to characterize a pattern. The data of the burglaries include means of entry (front door, window, etc.), day of the week, characteristics of the property (apartment, house), and geographic proximity to other break-ins. Using nine known crime series of burglaries, Series Finder recovered most of the crimes within these patterns and also identified nine additional crimes. Machine learning is a tremendous tool for predictive policing. If patterns are identified the police can immediately try to stop them. Without such tools it can take weeks and even years of shifting though databases to discover a pattern. Series Finder provides an important data-driven approach to a very difficult problem in predictive policing. It’s the first mathematically principled approach to the automated learning of crime series.....
Views: 1289 The Audiopedia
Crime Analysis and Prediction Using Data Mining
 
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Crime Analysis and Prediction Using Data Mining -IEEE PROJECTS 2016-2017 HOME PAGE : http://www.micansinfotech.com/index.html CSE VIDEOS : http://www.micansinfotech.com/VIDEOS-2017-2018.html ANDROID VIDEOS : http://www.micansinfotech.com/VIDEOS-ANDROID-2017-2018.html PHP VIDEOS : http://www.micansinfotech.com/VIDEOS-APPLICATION-PROJECT-2017-2018#PHP APPLICATION VIDEOS : http://www.micansinfotech.com/VIDEOS-APPLICATION-PROJECT-2017-2018.html CSE IEEE TITLES : http://www.micansinfotech.com/IEEE-PROJECTS-CSE-2017-2018.html EEE TITLES : http://www.micansinfotech.com/IEEE-PROJECTS-POWERELECTRONICS-2017-2018.html MECHANICAL TITLES : http://www.micansinfotech.com/IEEE-PROJECTS-MECHANICAL-FABRICATION-2017-2018.html CONTACT US : http://www.micansinfotech.com/CONTACT-US.html MICANS INFOTECH offers Projects in CSE ,IT, EEE, ECE, MECH , MCA. MPHIL , BSC, in various domains JAVA ,PHP, DOT NET , ANDROID , MATLAB , NS2 , EMBEDDED , VLSI , APPLICATION PROJECTS , IEEE PROJECTS. CALL : +91 90036 28940 +91 94435 11725 [email protected] WWW.MICANSINFOTECH.COM Output Videos… IEEE PROJECTS: https://www.youtube.com/channel/UCTgs... NS2 PROJECTS: https://www.youtube.com/channel/UCS-G... NS3 PROJECTS: https://www.youtube.com/channel/UCBzm... MATLAB PROJECTS: https://www.youtube.com/channel/UCK0Z... VLSI PROJECTS: https://www.youtube.com/channel/UCe0t... IEEE JAVA PROJECTS: https://www.youtube.com/channel/UCSCm... IEEE DOTNET PROJECTS: https://www.youtube.com/channel/UCSCm... APPLICATION PROJECTS: https://www.youtube.com/channel/UCVO9... PHP PROJECTS: https://www.youtube.com/channel/UCVO9... Micans Projects: https://www.youtube.com/user/MICANSIN...
Targeting crimes and criminals through data, Dr Rick Adderley
 
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The Society of Data Miners, in association with the Alan Turing Institute, is delighted to announce the second in a series of practitioner seminars. This talk will discuss the challenges of mining Police data to provide operational intelligence. Rick will introduce the data and systems involved in day-to-day reporting, resource tasking and arresting offenders, including the issues of linking data across systems and the challenges of extracting useful information from free text. Digging into more advanced analytics, Rick will discuss criminal network analysis or CNA, an important tool in crime prevention and detection, and the differences between analysing overt networks (SNA) and covert networks (CNA). Rick will describe how supervised and unsupervised learning methods have been used in the identification of prolific and priority offenders, and how the results are used to solve crimes and target offenders, and to use resources effectively. Finally Rick will describe the EU-funded FP7 project Valcri (www.valcri.org), and its task to provide a Police data set that is suitable for release into the research community. Rick Adderley Bio: Rick is a retired Police Officer having served for 32 years in an operational capacity. His legacy to the Service is an intelligence product which was developed for the West Midlands region and is now used by all UK Police Forces; he specialises in profiling criminal activity. Rick retired in 2003 and started his data mining company, A E Solutions, focusing within the UK Emergency Services arena. Rick is also a director of the Society of Data Miners.
Algorithm Helping Police Predict Crime | Mach | NBC News
 
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Using an algorithm to predict criminal activity seems like something out of dystopian sci-fi but it's already happening. These days, part of the long arm of the law is the algorithm. » Subscribe to NBC News: http://nbcnews.to/SubscribeToNBC » Watch more NBC video: http://bit.ly/MoreNBCNews NBC News is a leading source of global news and information. Here you will find clips from NBC Nightly News, Meet The Press, and original digital videos. Subscribe to our channel for news stories, technology, politics, health, entertainment, science, business, and exclusive NBC investigations. Connect with NBC News Online! Visit NBCNews.Com: http://nbcnews.to/ReadNBC Find NBC News on Facebook: http://nbcnews.to/LikeNBC Follow NBC News on Twitter: http://nbcnews.to/FollowNBC Follow NBC News on Google+: http://nbcnews.to/PlusNBC Follow NBC News on Instagram: http://nbcnews.to/InstaNBC Follow NBC News on Pinterest: http://nbcnews.to/PinNBC The Algorithm Helping Police Predict Crime | Mach | NBC News
Views: 5668 NBC News
Analysis of Chicago City Crime Data Using Data Mining CS 5593 OU
 
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Application for the project of Analysis of Chicago City Crime Data using Data mining for The University of Oklahoma class CS - 5593 0:00 Clustering application 5:37 Classification Application Members of the group: Cristian Paez Pravallika Uppuganti Ryan Kiel
Views: 1113 Cristian Paez
Analyze Crime Using Statistics and the R ArcGIS Bridge
 
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R is a statistical programming language that is used all over the world to perform statistical analysis and predictive modeling due to its thousands of libraries containing a wealth of statistical methods. Statistical analyses can identify patterns in events that otherwise might seem random and unconnected. In ArcGIS Pro, you can combine R’s statistical libraries and functions with ArcGIS’s spatial capabilities using the R ArcGIS Bridge. See the power of the R ArcGIS Bridge in this analysis of crime in San Francisco. Learn more about the R ArcGIS Bridge: http://p.ctx.ly/r/3jdj This video is featured in The ArcGIS Book, 2nd edition found online at thearcgisbook.com.
Views: 9399 ArcGIS
Final year project demo Crime detection using data mining
 
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Contact me here for details and other info: http://qazwsx.hol.es/mm
Views: 1661 Vineet Pande
Analysis of factors to predict crimes in Chicago
 
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Presentation For MSIS5633 Analysis of factors to predict crimes in Chicago
Views: 579 REUBEN CARDOZA
Analyzing Crime Data for Informed Decision-Making
 
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In this webinar, learn how to analyze crime data for informed decision making by leveraging the ArcGIS platform. Learn more, here: http://www.esri.com/landing-pages/law-ela
Views: 422 Esri Industries
Demonstration: Analyze Criminal Networks Using Link Analysis and Tom Sawyer Perspectives
 
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Chris Tanner, Solutions Engineer at Tom Sawyer Software, gives a demonstration of how to analyze a criminal network using a data analysis technique called Link Analysis.
Views: 6718 Tom Sawyer Software
Linking ALL data: How Big Data helps solve and prevent crime
 
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In 45m we will show you a practical demo that shows how to: - Perform complex criminal investigation and analysis: Detect, investigate and solve crime through link analysis by connecting people, companies, places and things. - Use ALL available information, such as financial transactions, criminal records, mobile phone records, telemetry, et cetera. We'll show you how to extract relevant information from these datasources, e.g. by detecting faces from photos and identifying key information in textual documents. - Detect patterns in criminal behaviour and respond quickly by automatically flagging suspicious activity. As an example, this demonstration will go through a case of a money laundering investigation. We'll go through the full process of data acquisition, analysis and conclusion.
Cluster Analysis of Crime Rate Data (part 1)
 
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Get full Data Mining course at http://tinyurl.com/udemyrdm for $15 USD using RDM15 coupon code. Includes: 80 video lectures; 12+ hours of video content; Certificate of Completion; permanent (lifetime) access on any device; exercises, slides, all R scripts and materials included. $15 USD with coupon RDM15 is an 85% discount on usual $99 registration cost.
Views: 2363 Stuar51XT
Best Practices in Data Mining & Link Analysis
 
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In January, 2016, Crime Tech Solutions - Your Source for Investigation Software - proudly offered a free informational webinar to members of International Association of Crime Analysts (IACA). With renowned expert and published author Chris Westphal as speaker, the webinar seats immediately filled. This is an abbreviated version for those either unable to attend, or simply interested in best practices in data mining and link visualization.
Views: 1719 Doug Wood
Introduction to the New ArcGIS Pro Add-In to Support Crime Analysis Workflows
 
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In this month’s webinar the Esri Law Enforcement Team introduces the latest law enforcement solution for ArcGIS. This solution is a free ArcGIS Pro add-in that can be used by analysts to conduct a series of key crime analysis functions in ArcGIS. The add-in combines many of the most commonly used analyst tools with some new custom ones into a single toolbar to better support crime analysis workflows. In the toolbar you will find tools to support common tasks like automation of geocoding, improved querying and extracting of date and time, 80/20 analysis, measuring percent change, incident sequencing and incident linking (motor vehicle theft to recovery locations, etc.). This toolbar is a part of our ongoing effort to support the analyst community and we will continue to add new tools and improvements to it overtime. Learn more: www.esri.com/publicsafety
Views: 1603 Esri Industries
Analysis if Chicago City Crime Data Using Data Mining CS 5593 OU
 
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Application for the project of Analysis of Chicago City Crime Data using Data mining for The University of Oklahoma class CS - 5593 0:00 Clustering application 5:51 Classification Application Members of the group: Cristian Paez Pravallika Uppuganti Ryan Kiel
Views: 143 Cristian Paez
Crime Early Warning: Automated Data Mining of CAD and RMS
 
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The genesis of HunchLab was the idea to mine law enforcement agencies' CAD and RMS databases to detect unusual levels of activity in particular areas and then send alerts to the appropriate police staff. While crime analysis tools often are aiming to display what has happened, the concept of a geographic early warning system, such as within HunchLab, tries to answer the question: "what is unusual that is happening?" http://www.azavea.com/products/hunchlab/features/early-warning/
Views: 1195 azavea
Crime Rate Prediction  Using K means Clustering With Graph View Project
 
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Hello Guys welcome to Ready2Coding Today I am going to show!! Crime rate Prediction Using k means Clustering With Graph View Criminal pattern identification based on modified K-means clustering Project If you have any query related project then pls comment us, we will shortly connect with you Like Share &subscribe
Views: 359 Ready2Coding
Careers In Crime Analysis
 
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This is a short presentation on Crime Analysis from the director of training for the International Association of Crime Analysts. I shot this video for Periscope from my Criminalistics class at Park University.
Views: 2850 eumatthe
Introduction to Cluster Analysis with R - an Example
 
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Provides illustration of doing cluster analysis with R. R File: https://goo.gl/BTZ9j7 Machine Learning videos: https://goo.gl/WHHqWP Includes, - Illustrates the process using utilities data - data normalization - hierarchical clustering using dendrogram - use of complete and average linkage - calculation of euclidean distance - silhouette plot - scree plot - nonhierarchical k-means clustering Cluster analysis is an important tool related to analyzing big data or working in data science field. Deep Learning: https://goo.gl/5VtSuC Image Analysis & Classification: https://goo.gl/Md3fMi R is a free software environment for statistical computing and graphics, and is widely used by both academia and industry. R software works on both Windows and Mac-OS. It was ranked no. 1 in a KDnuggets poll on top languages for analytics, data mining, and data science. RStudio is a user friendly environment for R that has become popular.
Views: 104621 Bharatendra Rai
Crime analysis through K mean cluster
 
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For any query contact on this mail: [email protected]
Views: 739 Ali zain
Hotspot Crime Prediction
 
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In the University of Cincinnati, crime on campus and around UC’s Uptown campus has steadily decreased since 2008
Views: 478 Ilhan Turkmen
Crime Analytics & Predictions System
 
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Presenter - Dj Das (@DjDas) Date - 2/26/2015 The PASS Business Analytics Chapter provides virtual training on the tools and architecture patterns required to create world-class Business Analytics solutions. Full event description http://bavc.sqlpass.org/Home.aspx?EventID=2437
WD crime data analysis
 
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This is for the course project of Data MIning, Virginia Tech. 2011 Fall
Views: 1527 Haili D
Criminal Investigation Tracker with Suspect Prediction
 
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Get the project at http://nevonprojects.com/criminal-investigation-tracker-with-suspect-prediction/
Views: 11545 Nevon Projects
Public Crime Maps and Reports with ArcGIS
 
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In the next edition of the Law Enforcement Webinar Series, we’ll discuss our latest ArcGIS Solutions for Law Enforcement—Public Crime Map and Neighborhood Crime Reports. With the Public Crime Map you can create public-facing crime maps based on your agencies authoritative data allowing citizens to view recent crime activity around them. And with the Neighborhood Crime Reports, civic leaders can view historical crime activity and generate reports for crime within neighborhoods, districts, or the entire community.
Views: 1404 Esri Industries
Anne Milgram: Why smart statistics are the key to fighting crime
 
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When she became the attorney general of New Jersey in 2007, Anne Milgram quickly discovered a few startling facts: not only did her team not really know who they were putting in jail, but they had no way of understanding if their decisions were actually making the public safer. And so began her ongoing, inspirational quest to bring data analytics and statistical analysis to the US criminal justice system. TEDTalks is a daily video podcast of the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or less). Look for talks on Technology, Entertainment and Design -- plus science, business, global issues, the arts and much more. Find closed captions and translated subtitles in many languages at http://www.ted.com/translate Follow TED news on Twitter: http://www.twitter.com/tednews Like TED on Facebook: https://www.facebook.com/TED Subscribe to our channel: http://www.youtube.com/user/TEDtalksDirector
Views: 133162 TED
The Future of Crime Detection and Prevention
 
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Could an artificial intelligence predict a crime before it happens? Will we ever truly trust a machine? What new technology might be used against us in the future? Subscribe for regular science videos: http://bit.ly/RiSubscRibe Our expert panel will open our eyes and try to allay our fears regarding the future of crime. Gloria Laycock is a Professor of Crime Science in the Engineering Sciences Faculty at UCL. She was a researcher in the Home Office for many years, leaving as Head of the Home Office Police Research Group for a fellowship in the USA, before coming to UCL as Director of the Jill Dando Institute of Security and Crime Science. Mark Girolami holds the Chair of Statistics within the Department of Mathematics at Imperial College London where he is also Professor of Computing Science in the Department of Computing. He is an adjunct Professor of Statistics at the University of Warwick and is Director of the Lloyd’s Register Foundation Programme on Data Centric Engineering at the Alan Turing Institute where he served as one of the original founding Executive Directors. He is an elected member of the Royal Society of Edinburgh and previously was awarded a Royal Society - Wolfson Research Merit Award. Professor Girolami has been an EPSRC Research Fellow continuously since 2007 and in 2018 he was awarded the Royal Academy of Engineering Research Chair in Data Centric Engineering. His research focuses on applications of mathematical and computational statistics such as Machine Learning. Adrian Weller is a Senior Research Fellow in Machine Learning at the University of Cambridge, and Programme Director for Artificial Intelligence at The Alan Turing Institute. He has broad interests across machine learning and artificial intelligence, their applications, and their implications for society. This talk and Q&A was filmed in the Ri on 8 May 2018. --- A very special thank you to our Patreon supporters who help make these videos happen, especially: Ashok Bommisetti, Avrahaim Chein, Greg Nagel, Lester Su, Rebecca Pan and Will Knott. --- The Ri is on Patreon: https://www.patreon.com/TheRoyalInstitution and Twitter: http://twitter.com/ri_science and Facebook: http://www.facebook.com/royalinstitution and Tumblr: http://ri-science.tumblr.com/ Our editorial policy: http://www.rigb.org/home/editorial-policy Subscribe for the latest science videos: http://bit.ly/RiNewsletter
Views: 6614 The Royal Institution
Data Mining to find Criminals
 
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This presentation is about data mining and how is used to find criminals. It will address the social aspects, global factors and also the ethical and legally issues.
Views: 723 Elias Eskenazi
Predicting Crime Using Machine Learning
 
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Recorded with http://screencast-o-matic.com
Views: 1104 Neejole Patel
Social media data mining for counter-terrorism | Wassim Zoghlami | TEDxMünster
 
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Using public social media data from twitter and Facebook, actions and announcements of terrorists – in this case ISIS – can be monitored and even be predicted. With his project #DataShield Wassim shares his idea of having a tool to identify oncoming threats and attacks in order to protect people and to induce preventive actions. Wassim Zoghlami is a Tunisian Computer Engineering Senior focussing on Business Intelligence and ERP with a passion for data science, software life cycle and UX. Wassim is also an award winning serial entrepreneur working on startups in healthcare and prevention solutions in both Tunisia and The United States. During the past years Wassim has been working on different projects and campaigns about using data driven technology to help people working to uphold human rights and to promote civic engagement and culture across Tunisia and the MENA region. He is also the co-founder of the Tunisian Center for Civic Engagement, a strong advocate for open access to research, open data and open educational resources and one of the Global Shapers in Tunis. At TEDxMünster Wassim will talk about public social media data mining for counter-terrorism and his project idea DataShield. This talk was given at a TEDx event using the TED conference format but independently organized by a local community. Learn more at http://ted.com/tedx
Views: 2119 TEDx Talks
Interview with a Data Scientist
 
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This video is part of the Udacity course "Intro to Programming". Watch the full course at https://www.udacity.com/course/ud000
Views: 297313 Udacity
Statistics with R: Simple linear (bivariate) regression, example with crime data
 
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Loading data noting a header in the data set. Obtaining correlation. Calculation of R-squared from the ANOVA table explained.
Views: 4949 Phil Chan
Esri Law Enforcement Webinar Series: Building Crime Analysis Apps with Web AppBuilder for ArcGIS
 
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Join the Esri Law Enforcement Team and the Philadelphia Police Department Research and Analysis Unit as we discuss how PPD is using Web AppBuilder to create their own maps and apps to support self-service analysis throughout their organization. The R&A Unit analysts are able to build these web mapping applications that promote visualization and analysis without writing a single line of code. The finished products include apps for free-text search, spatial queries, crime statistics, and information sharing and lookup. With the lessons learned today you will be able to facilitate data-driven analysis at your own agency tomorrow. For more information, please visit: https://www.esri.com/en-us/industries/public-safety/solutions/law-enforcement
Views: 178 Esri Industries
Predicting Crime
 
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Kendal Holcombe discusses how her love of crime and machine learning intersect on an analysis of FBI crime data.
Views: 32 Joseph Gartner
Crime analysis and technology reducing crime
 
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Rivera Beach Police are showing residents how their tax-dollars are at work. Officers gathered with community members to reveal how crime data, technology, and crime-solving strategies are keeping families safe. ◂ WPTV NewsChannel 5, Local News Coverage You Can Count On. South Florida, Palm Beach County, Treasure Coast breaking news, weather and traffic. WPTV is South Florida's top-rated television station, covering Palm Beach County and the Treasure Coast. For more download the WPTV mobile app: iPhone: http://bit.ly/iOS-wptv Android: http://bit.ly/wptv-android