Criminalytics

A groundbreaking autonomous robot is transforming underwater crime scene investigations and emergency response! The Police Robot for Inspection and Mapping of Underwater Evidence (PRIME) is a self-navigating vessel designed to enhance diver safety and efficiency. Using side-scan sonar and AI-driven mapping, PRIME autonomously locates and highlights objects of interest, reducing the time divers spend in hazardous conditions. Initial field tests…

Healthcare fraud continues to be a major challenge, costing billions annually and straining resources meant for patient care. A recent study explores how artificial intelligence, particularly association rule mining and unsupervised learning, can enhance fraud detection in Medicare & Medicaid claims. By analyzing large datasets using machine learning techniques such as Isolation Forest, CBLOF, ECOD, and OCSVM, researchers identified suspicious…

AI is transforming legal tech, and TurnSignl is leading the charge by providing real-time attorney access during traffic stops and accidents. Dubbed the “OnStar for legal help,” TurnSignl connects drivers with licensed attorneys via video calls, ensuring they get legal guidance when it matters most.” Founded in response to police encounters like those of Philando Castile and George Floyd, TurnSignl…

Forensic science is evolving with cutting-edge 3D imaging and virtual reconstruction techniques that revolutionize crime scene investigations. Researchers have developed a multimodal, image-based approach that integrates CT and MRI scans, surface scanning, and photogrammetry to create detailed 3D models of crime scenes and victims. This non-invasive, permanent documentation allows investigators to revisit cases digitally, enhancing hypothesis testing and courtroom presentations.…

Financial fraud costs the world billions of dollars every year, with criminals exploiting financial systems to launder money, commit fraud, and finance illicit activities. While machine learning models have been widely used to detect suspicious transactions, they often require centralized data collection, posing serious risks to data privacy and regulatory compliance. To address this challenge, researchers have developed Fed-RD, a…

Jail kiosks and handheld devices are revolutionizing inmate experiences by providing essential digital services—from banking and commissary ordering to medical requests and legal resources. With platforms like Tyler Technologies’ Reentry solutions, incarcerated individuals can maintain family connections, access education, and prepare for life post-release. This tech-driven approach not only enhances rehabilitation but also improves facility operations and safety. Read more:…

A new study applies unsupervised machine learning to analyze over 40,000 domestic abuse suspects, revealing previously unnoticed abuse patterns. Researchers used clustering algorithms to group perpetrators based on 12 key variables, offering law enforcement a data-driven approach to tackling domestic abuse. By identifying hidden structures in police data, the study helps authorities allocate resources effectively, prioritize interventions, and improve victim…

Researchers have developed an innovative method to classify firearms by analyzing gunshot audio recordings. Utilizing convolutional neural networks (CNNs), this approach can identify a gun’s category, caliber, and model with over 90% accuracy, even without prior knowledge of the recording setup or the relative positions of the microphone and shooter. The study analyzed 3,655 gunshot samples from various firearm types,…

Researchers have developed a cutting-edge tool that uses drone-mounted hyperspectral sensors to detect forensic evidence—such as bloodstains, sweaty clothing, and human skin tones—by analyzing how they reflect light. This technology could drastically improve crime-scene mapping and search-and-rescue operations by allowing teams to scan vast areas quickly and efficiently. By building a spectral data library, scientists can now mix reflective signatures…

Researchers at the University of South Florida have developed a patented technology called Here I Am that creates digital alibis by combining voice authentication with location data. This encrypted, unforgeable certificate can verify a person’s identity and presence at a specific location, offering applications in law enforcement, employee accountability, ride-sharing safety, financial security, and domestic abuse protection. Unlike traditional location…