Guardians of Tomorrow: Leveraging Responsible AI for Early Detection and Response to Criminal Threats

References

• Abbasi A, Albrecht C, Vance A, Hansen J (2012) Metafraud: A meta-learning framework for detecting financial fraud. MIS Quart. 36(4):1293–1327.Crossref, Google Scholar
• Abowd JM (2018) The U.S. Census Bureau adopts differential privacy. Proc. 24th ACM SIGKDD Internat. Conf. Knowledge Discovery Data Mining (Association for Computing Machinery, London), 2867.Google Scholar
• Agranov M, Buyalskaya A (2022) Deterrence effects of enforcement schemes: An experimental study. Management Sci. 68(5):3573–3589.Link, Google Scholar
• Al-Natour S, Cavusoglu H, Benbasat I, Aleem U (2020) An empirical investigation of the antecedents and consequences of privacy uncertainty in the context of mobile apps. Inform. Systems Res. 31(4):1037–1063.Link, Google Scholar
• Anderson DA (2021) The aggregate cost of crime in the United States. J. Law Econom. 64(4):857–885.Crossref, Google Scholar
• Bai X, Gopal R, Nunez M, Zhdanov D (2012) On the prevention of fraud and privacy exposure in process information flow. INFORMS J. Comput. 24(3):416–432.Link, Google Scholar
• Bai X, Padman R, Ramsey J, Spirtes P (2008) Tabu search-enhanced graphical models for classification in high dimensions. INFORMS J. Comput. 20(3):423–437.Link, Google Scholar
• Bardhan I, Oh J, Zheng Z, Kirksey K (2015) Predictive analytics for readmission of patients with congestive heart failure. Inform. Systems Res. 26(1):19–39.Google Scholar
• Barocas S, Selbst AD (2016) Big data’s disparate impact. California Law Rev. 104(3):671–732.Google Scholar
• Bauer K, von Zahn M, Hinz O (2023) Expl(AI)Ned: The impact of explainable artificial intelligence on users’ information processing. Inform. Systems Res. 34(4):1582–1602.Link, Google Scholar
• Brandt T, Dlugosch O, Abdelwahed A, van den Berg PL, Neumann D (2022) Prescriptive analytics in urban policing operations. Manufacturing Service Oper. Management 24(5):2463–2480.Link, Google Scholar
• Bukaty P (2019) The California Consumer Privacy Act (CCPA): An Implementation Guide (IT Governance Ltd, Ely, UK).Crossref, Google Scholar
• Campbell TA (2019) Artificial intelligence: An overview of state initiatives. Report, FutureGrasp, Evergreen, CO.Google Scholar
• Chen X, Simchi-Levi D, Wang Y (2022) Privacy-preserving dynamic personalized pricing with demand learning. Management Sci. 68(7):4878–4898.Link, Google Scholar
• Clarke RV (1995) Situational crime prevention. Crime Justice 19:91–150.Crossref, Google Scholar
• Clarke RV (2009) Situational crime prevention: Theoretical background and current practice. Krohn MD, Lizotte AJ, Hall GP, eds. Handbook on Crime and Deviance (Springer, New York), 259–276.Crossref, Google Scholar
• Cohen LE, Felson M (1979) Social change and crime rate trends: A routine activity approach. Amer. Sociol. Rev. 44(4):588–608.Crossref, Google Scholar
• Cui G, Wong ML, Lui H-K (2006) Machine learning for direct marketing response models: Bayesian networks with evolutionary programming. Management Sci. 52(4):597–612.Link, Google Scholar
• Das PL, Mangalam S, Yuce M, Beissweinger S, Bizhen A, Mohanty J (2017) Internet of Things: The New Government-to-Business Platform (World Bank Group, Washington, DC).Google Scholar
• Dawes SS (2009) Governance in the digital age: A research and action framework for an uncertain future. Government Inform. Quart. 26(2):257–264.Crossref, Google Scholar
• de Campos LM (2006) A scoring function for learning Bayesian networks based on mutual information and conditional independence tests. J. Machine Learn. Res. 7(77):2149–2187.Google Scholar
• DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach. Biometrics 44(3):837–845.Google Scholar
• Domingo-Ferrer J, Torra V (2001) Disclosure control methods and information loss for microdata. Zayatz L, Doyle P, Theeuwes J, Lane J, eds. Confidentiality, Disclosure and Data Access: Theory and Practical Applications for Statistical Agencies (North-Holland, Amsterdam), 93–112.Google Scholar
• Ellis C (2022) On Tap Europe: Organised Crime and Illicit Trade in Tobacco, Alcohol and Pharmaceuticals (Royal United Services Institute (RUSI), London).Google Scholar
• Eshghi A, Gopal RD, Hidaji H, Patterson RA (2023) Now you see it, now you don’t: Obfuscation of online third-party information sharing. INFORMS J. Comput. 35(2):286–303.Link, Google Scholar
• Friedman A, Schuster A (2010) Data mining with differential privacy. Proc. 16th ACM SIGKDD Internat. Conf. Knowledge Discovery Data Mining (Association for Computing Machinery, Washington, DC), 493–502.Google Scholar
• Gregor S, Hevner AR (2013) Positioning and presenting design science research for maximum impact. MIS Quart. 37(2):337–356.Google Scholar
• Griffard M (2019) A bias-free predictive policing tool? An evaluation of the Nypd’s Patternizr. FORDHAM Urban Law J. 47(1):43–83.Google Scholar
• Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of Things (IoT): A vision, architectural elements, and future directions. Future Generation Comput. Systems. 29(7):1645–1660.Crossref, Google Scholar
• Guerette RT, Bowers KJ (2009) Assessing the extent of crime displacement and diffusion of benefits: A review of situational crime prevention evaluations. Criminology 47(4):1331–1368.Crossref, Google Scholar
• Han K, He Y, Liu AX, Tang S, Huang H (2020) Differentially private and budget-limited bandit learning over matroids. INFORMS J. Comput. 32(3):790–804.Link, Google Scholar
• Haynie DL (2002) Friendship networks and delinquency: The relative nature of peer delinquency. J. Quant. Criminol. 18(2):99–134.Crossref, Google Scholar
• He S, Qiu L, Cheng X (2022) Surge pricing and short-term wage elasticity of labor supply in real-time ridesharing markets. MIS Quart. 46(1):193–228.Crossref, Google Scholar
• Hevner AR, March ST, Park J, Ram S (2004) Design science in information systems research. MIS Quart. 28(1):75–105.Crossref, Google Scholar
• Hoffmann J, Bar-Sinai Y, Lee LM, Andrejevic J, Mishra S, Rubinstein SM, Rycroft CH (2019) Machine learning in a data-limited regime: Augmenting experiments with synthetic data uncovers order in crumpled sheets. Sci. Adv. 5(4):eaau6792.Crossref, Google Scholar
• Ibarra G, Douglas D, Tharmarajah M (2020) Machine learning and responsibility in criminal investigation. Report, CSIRO, Sydney, Australia.Google Scholar
• Kaza S, Wang Y, Chen H (2007) Enhancing border security: Mutual information analysis to identify suspect vehicles. Decision Support Systems 43(1):199–210.Crossref, Google Scholar
• Kleemans ER (2013) Organized crime and the visible hand: A theoretical critique on the economic analysis of organized crime. Criminol. Criminal Justice 13(5):615–629.Crossref, Google Scholar
• Koops B-J, Leenes R, Meints M, van der Meulen N, Jaquet-Chiffelle D-O (2009) A typology of identity-related crime. Inform. Commun. Soc. 12(1):1–24.Crossref, Google Scholar
• Lacsa JEM (2024) Unveiling the paradox: Can AI bridge societal divides or deepen inequalities? J. Public Health 46(4):e717–e718.Crossref, Google Scholar
• Lee CP, Shim JP (2007) An exploratory study of radio frequency identification (RFID) adoption in the healthcare industry. Eur. J. Inform. Systems 16(6):712–724.Crossref, Google Scholar
• Li X-B, Sarkar S (2013) Class-restricted clustering and microperturbation for data privacy. Management Sci. 59(4):796–812.Google Scholar
• Li R, Tobey M, Mayorga ME, Caltagirone S, Özaltın OY (2023) Detecting human trafficking: Automated classification of online customer reviews of massage businesses. Manufacturing Service Oper. Management 25(3):1051–1065.Link, Google Scholar
• Lin H, Liu G, Wu J, Zhao JL (2024) Deterring the gray market: Product diversion detection via learning disentangled representations of multivariate time series. INFORMS J. Comput. 36(2):571–586.Link, Google Scholar
• Liu B, Pavlou PA, Cheng X (2022) Achieving a balance between privacy protection and data collection: A field experimental examination of a theory-driven information technology solution. Inform. Systems Res. 33(1):203–223.Link, Google Scholar
• Luo Y, Golden B, Zhang R (2023) The hot spot coverage patrol problem: Formulations and solution approaches. INFORMS J. Comput. 35(6):1286–1307.Link, Google Scholar
• Mak H-Y (2022) Enabling smarter cities with operations management. Manufacturing Service Oper. Management 24(1):24–39.Link, Google Scholar
• McSherry F, Talwar K (2007) Mechanism design via differential privacy. 48th Annual IEEE Sympos. Foundations Comput. Sci. (FOCS’07) (IEEE, Providence, RI), 94–103.Google Scholar
• Misuraca G, Broster D, Centeno C (2012) Digital Europe 2030: Designing scenarios for ICT in future governance and policy making. Government Inform. Quart. 29(S1):S121–S131.Crossref, Google Scholar
• Moore M (2011) Psychological theories of crime and delinquency. J. Human Behav. Soc. Environ. 21(3):226–239.Crossref, Google Scholar
• Neil M, Chen X, Fenton N (2012) Optimizing the calculation of conditional probability tables in hybrid Bayesian networks using binary factorization. IEEE Trans. Knowledge Data Engrg. 24(7):1306–1312.Crossref, Google Scholar
• OLAF (2018) The Olaf Report 2018 (European Anti-Fraud Office, Brussels, Belgium).Google Scholar
• Olsen TL, Tomlin B (2020) Industry 4.0: Opportunities and challenges for operations management. Manufacturing Service Oper Management 22(1):113–122.Link, Google Scholar
• Park H, Haghani A, Gao S, Knodler MA, Samuel S (2018) Anticipatory dynamic traffic sensor location problems with connected vehicle technologies. Transportation Sci. 52(6):1299–1326.Link, Google Scholar
• Pavlou PA (2011) State of the information privacy literature: Where are we now and where should we go? MIS Quart. 35(4):977–988.Crossref, Google Scholar
• Perrier E, Imoto S, Miyano S (2008) Finding optimal Bayesian network given a super-structure. J. Machine Learn. Res. 9(74):2251–2286.Google Scholar
• Qiu L, Rui H, Whinston A (2019) Optimal auction design for Wi-Fi procurement. Inform. Systems Res. 30(1):1–14.Link, Google Scholar
• Roberts B, Hanson G, Cornwell D, Borger S (2014) An Analysis of Migrant Smuggling Costs along the Southwest Border (CreateSpace, North Charleston, SC).Google Scholar
• Saghafian S, Tomlin B, Biller S (2022) The Internet of Things and information fusion: Who talks to who? Manufacturing Service Oper. Management 24(1):333–351.Link, Google Scholar
• Sanderson C, Lu Q, Douglas D, Xu X, Zhu L, Whittle J (2022) Towards implementing responsible AI. Tsumoto S, Ohsawa Y, Chen L, Van den Poel D, Hu X, Motomura Y, Takagi T, et al., eds. 2022 IEEE Internat. Conf. Big Data (IEEE, Piscataway, NJ), 5076–5081.Google Scholar
• Shmueli G, Koppius OR (2011) Predictive analytics in information systems research. MIS Quart. 35(3):553–572.Google Scholar
• Stone M, Aravopoulou E (2018) Improving journeys by opening data: The case of Transport for London (TFL). Bottom Line 31(1):2–15.Crossref, Google Scholar
• Sun X, Wang Q, Qiu L, Xu W (2025) Guardians of tomorrow: Leveraging responsible AI for early detection and response to criminal threats. http://doi.org/10.1287/ijoc.2023.0488.cd, https://github.com/INFORMSJoC/2023.0488.Google Scholar
• Sun P, Li J, Alam Bhuiyan MZ, Wang L, Li B (2019) Modeling and clustering attacker activities in IoT through machine learning techniques. Inform. Sci. 479:456–471.Crossref, Google Scholar
• Thomas LC (2000) A survey of credit and behavioural scoring: Forecasting financial risk of lending to consumers. Internat. J. Forecast. 16(2):149–172.Crossref, Google Scholar
• Thursby M, Jensen R, Thursby J (1991) Smuggling, camouflaging, and market structure. Quart. J. Econom. 106(3):789–814.Crossref, Google Scholar
• Voigt P, Von Dem Bussche A (2017) The EU General Data Protection Regulation (GDPR): A Practical Guide (Springer, Berlin, Germany).Google Scholar
• Wang J, Shan Z, Gupta M, Rao HR (2019) a longitudinal study of unauthorized access attempts on information systems: The role of opportunity contexts. MIS Quart. 43(2):601–622.Crossref, Google Scholar
• Wright BRE, Caspi A, Moffitt TE, Paternoster R (2004) Does the perceived risk of punishment deter criminally prone individuals? Rational choice, self-control, and crime. J. Res. Crime Delinq. 41(2):180–213.Crossref, Google Scholar
• Yang L, Yang SH, Plotnick L (2013) How the Internet of Things technology enhances emergency response operations. Tech. Forecast. Soc. Change 80(9):1854–1867.Crossref, Google Scholar
• Yu S, Chai Y, Samtani S, Liu H, Chen H (2024) Motion sensor–based fall prevention for senior care: A hidden Markov model with generative adversarial network approach. Inform. Systems Res. 35(1):1–15.Link, Google Scholar
• Zhao H, Zhao C, Zhang X, Liu N, Zhu H, Liu Q, Xiong H (2023) An ensemble learning approach with gradient resampling for class-imbalance problems. INFORMS J. Comput. 35(4):747–763.Link, Google Scholar