. but just 92% funded for this month When autocomplete results are available use up and down arrows to review and enter to select. class="algoSlug_icon" data-priority="2">Web. Are you the owner of any commercial copyright on this page? document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); document.getElementById( "ak_js_2" ).setAttribute( "value", ( new Date() ).getTime() ); LOOK AT THIS BUNCH THAY ARE THE TIP OF THE SHIT PILE GOS ALL THE WAY TO THE TOP THEN SOME. ManishSisodia in trouble again: What is the Feedback Unit case that has sparked another AAP vs BJP row? Please note that many of the page functionalities won't work as expected without javascript enabled. 99 Free shipping Riton X1 Primal Scope 4-16x44 - 1" Tube W-throw Lever, Water, Fog and Shockproof $187. The offences listed under these sub-sections include murder, rape, dacoity, robbery, kidnapping, crimes against women, bribery, corruption, money laundering and many more. Available online: RapidMiner Documentation. Subject: Freedom of Information request - MPs with criminal convictions. 99. class="algoSlug_icon" data-priority="2">Web. yu. Dervis, H. Bibliometric analysis using bibliometrix an R package. The share of crimes moving from physical space to cyberspace is growing exponentially. If we cannot even garner enough VOLUNTARY support Mucchielli, L. The evolution of municipal police forces in France: An imitation of state police doomed to failure? This information will be useful for law enforcement agencies when making a decision on parole or taking preventive measures against recidivism after the release of convicts. Current mps with criminal convictions 2022. The GLM generalized linear regression models are an extension of classical linear models that can be used to model relationships between dependent attributes and one or more independent attributes. about the service that you have received please send an email Department of Applied Mathematics, West Ukrainian National University, 46009 Ternopil, Ukraine, Department of Computer Science and Automatics, University of Bielsko-Biala, 43-309 Bielsko-Biala, Poland, Department of Cyber Security, Ternopil Ivan Puluj National Technical University, 46001 Ternopil, Ukraine, Department of Criminal Law and Process, West Ukrainian National University, 46009 Ternopil, Ukraine, Department of Cyber Security, West Ukrainian National University, 46009 Ternopil, Ukraine, Department of Computer Science, West Ukrainian National University, 46009 Ternopil, Ukraine. Less than 0.1% of readers voluntarily support The Expose, 3: 161. current mps with criminal convictions 2022 - rccw.rocks Leigh, J.; Dunnett, S.; Jackson, L. Predictive police patrolling to target hotspots and cover response demand. A random forest is a class of some number of random trees, with a certain number of trees declared as the parameter. Egbert, S. Predictive policing and the platformization of police work. latest advice from the ICO: 11 Jul 2022. The research on internal state security problems requires special attention. The purpose of this research is to recognize the main individual characteristics of prisoners that have the greatest influence on the probable tendency for criminal recidivism. The obtained models were compared. The court has also ruled that states cannot withdraw cases against MPs and MLAs without the corresponding high courts nod, something that has become increasingly common. Inamdar, Z.; Raut, R.; Narwane, V.S. . By qe. Greenstein, S. Preserving the rule of law in the era of artificial intelligence (AI). The above report has been released by National Election Watch and Association for Democratic Reforms (ADR) after analysing the self-sworn affidavits of 539 out of 542 winners in the 2019 Lok Sabha elections. Singapore's Prime Minister Lee Hsien Loong said during a discussion of the committee's report on complaints against former Workers' Party MP. methods, instructions or products referred to in the content. Shapiro, A. Predictive policing for reform? Congress MP Dean Kuriakose from Idukki constituency in Kerala has declared 204 criminal cases against himself. a similar way to 650 self-employed persons. The prediction machine-learning models for identifying significant factors (individual characteristics of convicts), which affect the propensity to commit criminal recidivism, were applied in this article. In Proceedings of the Conference Semantic Processing of Legal Texts, Valletta, Malta, 23 May 2010. we couldnt do what we do without your support. If you have any compliments, Knowledge discovery in research on policing strategies: An overview of the past fifty years. The lawmakers facecharges framed against them by the court for offences falling under Section 8(1), (2) and (3) of the Representation of People Act, 1951. Series UNILCRIM 2022/4. im speeechless. Sub-sections (1), (2) and (3) of Section 8 of the Act provide that a person convicted of an offence mentioned in any of these sub-sectionsshall stand disqualified from the date of conviction and shall continue to be disqualified for a further period of six years since his/her release. ; Shen, J.L. There's always something to worry about - do you know what it is? The bar chart provides the number of true positive cases in each group (in 10 deciles). The use of blockchain technology can become an effective tool that will ensure the reduction of the impact of crime on victims and society and become the basis for the creation of new predictive criminology. Automatic anti-spam measures are in place for this older request. Meijer, A.; Wessels, M. Predictive policing: Review of benefits and drawbacks. TO SAVE THE EXPOSE, AUTHORITIES ARE TRYING Number of MPs with criminal convictions | IPSA - Home | IPSA Available online. Information Compliance Service | House of Commons, [1]www.parliament.uk | [2]@ukparliament | [3]@houseofcommons, [4]House of Commons Privacy Notice for the public, The House of Commons welcomes feedback. Still is And because they were afraid the people wouldnt accept their All authors have read and agreed to the published version of the manuscript. about the service that you have received please send an email Due to attempts made by the Jabeen, N.; Agarwal, P. Data Mining in Crime Analysis. mySociety Out of the 539 winners analysed in Lok Sabha elections 2019, 233 (43 per cent) MPs have declared criminal cases against themselves. Never been mounted or used, originally purchased this for a rifle I never obtained and has been locked up in a. Add to Cart. It weighs 22. com E: [emailprotected] $799. Interpol. current mps with criminal convictions 2022 Among the new Lok Sabha MPs, there are 10 who have declared convicted cases against themselves. HOT SHOT ARCHERY KISS OF DEATH BLACK KISSER BUTTON. (Mikolaj Karpinski). complaints or comments, the internet. https://doi.org/10.3390/info14030161, Subscribe to receive issue release notifications and newsletters from MDPI journals, You can make submissions to other journals. By serially using feeble classification procedures to the bit-by-bit changed dataset, assembles of decision trees are built that algorithmize a class of feeble forecasting models. 1. Regression and classification-boosted models obtain a predictive attribute value by incrementally improved evaluations. The aim is to provide a snapshot of some of the The split is conducted while regression splits them to reduce the estimation error. Feature papers represent the most advanced research with significant potential for high impact in the field. Its secure, quick and easy, Just choose your preferred method to show your support below support, Categories: Breaking News, Did You Know?, Latest News, The Expose Blog, World News. The UK famously has an unwritten constitution, its constitutional rules existing in multiple sources, both written and unwritten. Information Compliance Support Officer Hendrix, J.A. Decision Tree, Random Forest, and Gradient Boosted Trees models provide the highest quality and precision scores among all other created models. Should MPs declare Private Health insurance in registers of interest. Wyner, A.; Mochales-Palau, R.; Moens, M.-F.; Milward, D. Approaches to Text Mining Arguments from Legal Cases. The, $370 or trade for Holosun with circle dot or 1-6 lpvo, rimfire rings several times with zero damage to the, b>Riton USA (7) Sig Sauer (48) Sightmark (7), 4-16x44 - 1" Tube W-throw Lever, Water, Fog and Shockproof, illumination and capped, zero resettable turrets, 5 star rating (2 reviews) Club Exclusive! permission provided that the original article is clearly cited. The report also revealed that 24 Lok Sabha MPs have a total of 43 criminal cases pending against them for 10 years or more and 111 sitting MLAs have a total of 315 criminal cases pending against them for 10 years or more. A total of 363 MPs and MLAs have declared criminal cases against them,an analysis of 2,495 candidate affidavits by Association for Democratic Reforms (ADR) has found. A gradient-boosted model is a powerful algorithm that can be used for regression or classification tasks. Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. There were over 10 million INDIVIDUAL separate allegations or claims made against the Vatican for pedophilia crimes alone Just the Vatican. But YOU can easily change that & remove this annoying banner for good. The contact details of the ; Gardas, B.; Narkhede, B.; Sagnak, M. A systematic literature review with bibliometric analysis of big data analytics adoption from period 2014 to 2018. What is the situation in 2018 after the last General Election of 2016? Printed from https://www.whatdotheyknow.com/request/mps_with_criminal_convictions on March 04, 2023 07:13. The model is unsuitable if the AUC indicator is not greater than 0.5. SocietyWorks Ltd While, 87 (29 per cent) out of 301 winners from the BJP, 19 (37 per cent) out of 51 winners from INC, 6 (26 per cent) out of 23 winners from DMK, 4(18 per cent) out of 22 winners fielded by AITC and 8 (50 per cent) out of 16 winners from JD(U) have declared serious criminal cases against themselves in their affidavits. In this representation, examples assigned to different categories should be separated by a clear boundary and be as far away from each other as possible. Advanced features (rate annealing, adaptive learning rate, dropout, L1 or L2 regularization, and stimulus training) allow for high predictive accuracy. Among the political parties, NDA ally Janta Dal United (JDU) has the highest percentage of MPs with criminal records. Zgoba, K.; Reeves, R.; Tamburello, A.C.; Debilio, L. Criminal Recidivism in Inmates with Mental Illness and Substance Use Disorders. A site to help anyone submit a Freedom of Information request. Significant parts of crimes are committed by people who have been convicted earlier. Modern society does not have full confidence in institutions of criminal justice. It visualizes the relationship between the number of true positives objects and the total number of false positives objects (also known as the error curve). The division is conducted on the basis of the highest described branch of data coefficient of correlation between parameters according to that division, and the parameter must be envisaged in the future. fj. Algorithms of decision tree construction are based on the application of methods of regressive and cross-correlation analysis. Contrarily, Labour, in particular, has consistently pressed for draconian restrictions to go further, sooner or for longer giving the impression that Britain has become a one-party state. Alternatively, if you are dissatisfied with the Conceptualization, O.K. Mostly located in the Enriching areas beloved by Muslimophiles, Africanophiles and the cult of Saint Marcus of Rashturd. [, Kovalchuk, O.; Banakh, S.; Masonkova, M.; Berezka, K.; Mokhun, S.; Fedchyshyn. Predictive Policing: The Role of Crime Forecasting in Law Enforcement Operations. To: FOI Commons <[14][email address]> [6][FOI #861510 email]. Donate and support our work. The number of hidden layers is unlimited. Manufacturer: Canik Product Line: Rival Action: Semi Automatic Caliber: 9mm Barrel Length: 5" Overall Length: 8. For each of the 13,000 convicts from the dataset, individual influencing factors were determined. Nowadays, there are more than 10 million of them according to World Prison Brief [, In Ukraine, the total prison population (including pre-trial detainees and prisoners) as of December 2022 is 48,038 (not including prisoners in Crimea, Sevastopol, Donetsk, and Luhansk regions that are not under the control of the Ukrainian authorities) [. and M.K. TO SAVE THE EXPOSE Associations between prisons and recidivism: A nationwide longitudinal study. In our further research, the possibility of using the technology of distributed registers/blockchain in predictive criminology will be analyzed. Edberg, H.; Chen, Q.; Andin, P.; Larsson, H.; Hirvikoski, T. Criminal recidivism in offenders with and without intellectual disability sentenced to forensic psychiatric care in SwedenA 17-year follow-up study. Get live Share Market updates and latest India News and business news on Financial Express. [. class=" fc-falcon">MSRP $ 899. & KEEP US ONLINE The authors declare no conflict of interest. These techniques can be used to predict either continuous attributes (regression problems) or categorical attributes (classification problems). Keaton Ross is a Report for America corps member who covers prison conditions and criminal justice issues for Oklahoma Watch. Yukhnenko, D.; Sridhar, S.; Fazel, S. A systematic review of criminal recidivism rates worldwide: 3-year update. An Overview of Crime Analysis, Prevention and Prediction Using Data Mining Based on Real Time and Location Data. A Lift Chart is a graphical representation of model performance. Towards Data Science. ; writingoriginal draft preparation, O.K. This is an increase of 44 per cent in the number of MPs with declared criminal cases since 2009. Available online: Aebi, M.F. Around 159 (29 per cent) winners this time have declared serious criminal cases including cases related to rape, murder, attempt to murder, kidnapping, crimes against women, etc. It is calculated as a percentage of correctly classified samples: There is another way to calculate accuracy for binary classification by the following formula: Precision is a fraction of correctly identified positive cases: Precision measures the fraction of actual positives that were identified correctly, and recall measures the coverage of actual positive cases. Anderes, D.; Baumel, E.; Grier, C.; Veun, R.; Wright, S. Project to Prevent Criminal Use of Blockchain Technology Launched by International Consortium. It was established that the use of the Decision Trees model for predicting the probability of recidivism by convicts has obvious advantages. Around 29 winners have declared cases related to hate speech. The Support Vector Machine (SVM) is a data analysis method for classification and regression analysis using models with supervised learning. Investopedia. BBC documentary politics by other means, says EAM S Jaishankar, MHA sanctions prosecution of Manish Sisodia in Feedback Unit snooping case, Bhiwani killings: Hindu Mahapanchayat held in support of Monu Manesar in Haryana, CBI probe sought, Rekha Gupta vs Shelly Oberoi: Voting underway for Delhi mayoral polls, Karnataka hijab ban: Students move SC, seek permission to give exams wearing headscarves, Amid voter fatigue, BJP to give Shivraj Singh Chouhan makeover, Bhupender Yadav: 'EPF interest rate for FY23 will be recommended before year-end, Uunchai: Bollywood will evolve only when it stops patting itself on the back for producing mediocrity, This website follows the DNPAs code of conduct. A sub-set of dataset attributes defined with the subset ratio criterion is regarded for the separating rule selection. Hutt, O.; Bowers, K.; Johnson, S.; Davies, T. Data and evidence challenges facing placebased policing. manager to link to us from your organisation's FOI page. Subject: F22-258 Request Acknowledgement, [8]www.parliament.uk | [9]@ukparliament | [10]@houseofcommons, [11]House of Commons Privacy Notice for the public, The House of Commons welcomes feedback. along with any arguments or points that you wish to make. If so, please contact us using role="button" aria-expanded="false">. For example, a model simulation for a prisoner aged 30 to 45 years old, who was convicted for the first time at the age of 18 to 30 years old and had early releases, with 83% probability predicted committing criminal recidivism in the future. about the service that you have received please send an email Please ensure It may help you to know that there are some requirements for the House to We will endeavour to respond to your request promptly but in any case 4 models Riton Optics Cantilever Picatinny QD Mount As Low As (Save Up to 22%) $379. respect and tolerance [19]https://www.whatdotheyknow.com/help/ico- Against the background of informatization of the information activities of law enforcement agencies, there is no doubt about the expediency of using artificial intelligence . A Systematic Review of Criminal Recidivism Rates Worldwide: Current Difficulties and Recommendations for Best Practice. [. [18]https://www.whatdotheyknow.com/help/offi For more detailed guidance on safely disclosing information, read the Some argue that its now essential to reduce it to a single written document but by comparison, the United Kingdom has a better culture because the political system has developed invaluable conventions and norms, Dr. Alex Magaisa, University of Kent. Establishment to silence us for good, we Cant remember the details it was taught to us so many aeons ago now but thats the bottom line The magna carte caused the prior agreement to bevome effective Something like that It was all DECEIT . The spatial effect of police foot patrol on crime patterns: A local analysis. This concludes our response to your request. Available online: Caldwell, M.; Andrews, J.T. 2017. Modeling the risks of the confession process of the accused of criminal offenses based on survival concept. We conclude that the attributes Real convictions (0.680), Convictions (0.625), Early dismissals (0.493), Age2 (0.394), and Age1 (0.89) make the greatest contribution to the distribution of convicts prone or not prone to criminal recidivism, according to the weights chart (. A classifier is better if the AUC is higher. The 17th Lok Sabha will have close to half of its new MPs with declared criminal cases Out of the 539 winners analysed in Lok Sabha election 2019, 233 MPs have declared criminal cases against themselves It is an increase of 44 per cent in the number of MPs with declared criminal cases since 2009 Yldrm, S. 15 Must-Know Machine Learning Algorithms. Sent: 12 May 2022 21:01 Although Blair continues to be a relentless champion, it is a Conservative government intent on implementing it. Decision Tree models for the classification of convicts prone or not prone to recidivism were built. Generalized Linear Model: generalization of linear regression models; Deep Learning: multi-level neural network for learning non-linear relationships; Decision Tree: finds simple tree-like models which are easy to clarify; Random Forest: an ensemble of multiple randomized trees; Gradient Boosted Trees: powerful but complex model using ensembles of Decision Trees; Support Vector Machine: powerful but relatively fast model, especially for non-linear relationships. Published: 10 Jan 2022 9:30. Towards Data Science. WhatDoTheyKnow also publishes and archives requests and responses, building a massive archive of information. Available online: Gupta, P. Decision Trees in Machine Learning. Andresen, M.A. Prediction Machine Learning Models on Propensity Convicts to Criminal ; Tanay, T. AI-enabled future crime. For classification, the rule splits value appointments into several class predictions (nodes). Number of MPs with criminal convictions Number of MPs with criminal convictions Request In 2012 reports confirmed 243 (43%) of Parliamentary MPs out of 650, had criminal records over a wide range of offences and included "prison terms" in some cases. Enter your email address to subscribe to The Expos for regular updates WERE OUT OF TIME: IT'S THE FINAL WEEKEND TO SAVE THE EXPOSE - SO LETS CUT THE BULLSH*T - Your support is fully anonymous BUT without it, we will be forced to shut down and give up. ; Cocco, E.; Hashimoto, Y.Z. Separating to new class prediction is repeated until the limited criteria value is given. Elections in Vellore constituency was cancelled. to[7][email address], From: FOI Commons <[email address]> After receiving great consumer feedback, Riton is adding three new scopes to its Primal Line. Risk Factors for Criminal Recidivism Among Persons With Serious Psychiatric Diagnoses: Disentangling What Matters for Whom. Incorporating FAT and privacy aware AI modeling approaches into business decision making frameworks. Current mps with criminal convictions 2022 https://doi.org/10.3390/info14030161, Kovalchuk O, Karpinski M, Banakh S, Kasianchuk M, Shevchuk R, Zagorodna N. Prediction Machine Learning Models on Propensity Convicts to Criminal Recidivism. mostly because sh_t floats. Is [16][House of Commons request email] the wrong address for Freedom of Author to whom correspondence should be addressed. . Current mps with criminal convictions 2022 Precision machined from 6061-T6 aircraft grade aluminum, the mount is optimal for weight savings and strength. Singapore Prime Minister Lee Hsien Loong speaks in Parliament on February 15, 2022. lc. This is the standard by which the performance of the model is evaluated. and M.K. gn. This makes it difficult to research the problems in this area. Subject: Freedom of Information request - MPs with criminal convictions, Please use this email address for all replies to this request: An interesting fact is that for convicts who have not completed secondary education (Education = 0), a significant factor is the existence of motivation for release. When separated into groups, the essential factor is the number of real convictions. Under Section 8 of the RP Act, 1951, if convicted, the MPs and MLAs will face disqualification from being Member of the Parliament as well ass Member of the Legislative Assembly or Member of the Legislative Council of the state. tn. from theMILLIONSwho read The Expose in theHUNDREDS nordstrom current ratio current mps with criminal convictions 2022. wtf? The importance and ambiguity of the problems of applying innovative methods and data science in the activities of law enforcement agencies increasingly prompt scientists from different countries of the world to study the effectiveness of various policing strategies [, A number of scientists tried to determine the factors that affect the quantity of crime recidivism at the state and interstate levels [, In Ukraine, the application of data science and innovative strategies in the activities of criminal justice bodies is only at the initial stage [, There has been a rapid and unrelenting increase in the number of prisoners in recent decades in most countries of the world. It has all been a lie since the magna Carter because, was it John who broke the deal and so England really forfeited back to Rome way back then They hate the truth. So please make sure we can keep The data presented in this study are available on request from the corresponding author. ; Hodgkinson, T.K. ; Pereira, V. A model of policing strategy choice: The integration of the Latent Dirichlet Allocation (LDA) method with ELECTRE I. Basilio, M.P. We use cookies on our website to ensure you get the best experience. Response Out of the 539 winners analysed in Lok Sabha elections 2019, 233 MPs have declared criminal cases against themselves. Each calculated node asynchronously trains a copy of the overall model parameters on its branch data with multi-threading and transitively to the overall model by model-averaging along the network. These layers are composed of neurons with rectifier function, tanh function, and max-out activation function. Predicting repeat offenders with machine learning: A case study of Beijing theives and burglars. Convicts who are motivated to be released are less prone to criminal recidivism. Specifications Magnification: 6-24 Parallax Adjustment: 10-infinity Tube Diameter: 30mm Objective Lens Diameter: 50mm Focal Lens Position: First Focal Plane Lens Coating: Fully Multi-Coated, Full Wide Band, Waterproof Coated, Low Light Enhancement Reticle: MPSR, Illuminated Field of View at 100 yds: 16. . Our commitment to the UK Parliament Behaviour Code, Freedom of Information publication scheme. IPSA does not hold any information relating to criminal offences MPs have been charged with or convicted of, as they are not obliged to disclose this information to us. Just imagine the impact we'd make if 4 in 5 readers supported us today ITS THE FINAL WEEKEND 99 Add to Cart. They can be used to predict new cases for decision-making support in criminal justice. MPs with criminal convictions - a Freedom of Information request to House of Commons - WhatDoTheyKnow MPs with criminal convictions Nicola Narka made this Freedom of Information request to House of Commons Automatic anti-spam measures are in place for this older request. For criminals who are serving their first or second sentence, the level of education is a significant factor. Against the background of informatization of the information activities of law enforcement agencies, there is no doubt about the expediency of using artificial intelligence algorithms and blockchain technology to predict and prevent crimes. ENSURE THE EXPOSE IS FULLY FUNDED FOR NEXT MONTH The higher the AUC (the plot is located as close as possible to the upper left corner of the chart), the higher quality of the model. Riton Optics, providing high quality optics that are competitively priced and backed by industry leading customer service. You have asked Members are not obliged to provide this information to the House of Commons. ; Pereira, V.; Oliveira, M.W.C.M.D. (Photo: PTI). The next stage of our research will be the analysis of the possibility of using the technology of distributed registers/blockchains in predictive criminology. As reported in September 2020 and January 2021 respectively, between 5,7% and 8,4% of the worlds population resided in a full democracy during 2020. All four Union Ministers Sanjeev Kumar Balyan, Satyapal Singh Baghel, Kailash Choudhary and Ashwini Kumar Choubey are from the BJP and face charges as serious as abduction, dacoity and attempts to cause death or grievous injury. Andresen, M.A. On an average, the criminal cases faced by MPs, against whom charges have been framed, have been pending since 7 years while those faced by MLAs have been pending since 6 years. ; Brum, G.S. Indeterminacy and intervention in big data policing. most exciting work published in the various research areas of the journal. For and M.K. At least 55 Labour MPs, Councillors and Mayors have been arrested US,WERE OUT OF LUCK & HAVE JUST HOURS LEFT TO The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results. In Proceedings of the 12th International Conference Advanced Computer Information Technologies, Spisk Kapitula, Slovakia, 2628 September 2022. Each of the used machine learning models has a very high AUC (at least 0.96) (. Please let us know what you think of our products and services. If so, please contact us using be notified formally of proceedings against a Member of Parliament or when https://doi.org/10.3390/info14030161, Kovalchuk, Olha, Mikolaj Karpinski, Serhiy Banakh, Mykhailo Kasianchuk, Ruslan Shevchuk, and Nataliya Zagorodna. In Proceedings of the 2nd International Conference on Advances in Science & Technology (ICAST) 2019, Mumbai, India, 89 April 2019. The model is acceptable if its precision and recall are high: Specificity is a score estimation of detection of the actual negative samples (what percentage of convicts who are not recidivists are predicted to be prone to recidivism): Since the mislabeling of a non-recidivist convict as prone to criminal recidivism has the greatest impact, in our case, the specificity model should be sufficiently high. 363 sitting MLAs and MPs have criminal cases against them, BJP tops Copyright 2023 Living Media India Limited. [. Karlsson, A.; Hkansson, A. Crime-Specific Recidivism in Criminal Justice Clients with Substance UseA Cohort Study. No special 99, the Japanese HD glass and excellent illuminated reticle make this scope an outstanding value. 2023; 14(3):161. Nicola Narka made this Freedom of Information request to House of Commons Among the built models, the highest accuracy (98.3%) is demonstrated by Decision Tree, Random Forest, and Gradient Boosted Trees (, The following models: Fast Large Margin (98.7%), Decision Tree, Random Forest, and Gradient Boosted Trees (97.7%) present the highest precision (, The highest recall is observed in Naive Bayes, Logistic Regression, and Deep Learning models (99.5%) (, Decision Tree, Random Forest, and Gradient Boosted Trees models have the highest sensitivity (98.8%), which is shown in, Fast Large Margin (99.2%), Decision Tree, Random Forest, and Gradient Boosted Trees (97.8%) have the highest specificity (, In general, The Decision Tree model classifies prisoners as prone or not prone to criminal recidivism in the best way according to the obtained quality and accuracy estimation of the constructed models (.
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