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Mining Voter Behaviour and Confidence: A Rule-Based Analysis of the 2022 U.S. Elections

Jubair, Md Al, Arefin, Mohammad Shamsul, Reza, Ahmed Wasif

arXiv.org Artificial Intelligence

This study explores the relationship between voter trust and their experiences during elections by applying a rule-based data mining technique to the 2022 Survey of the Performance of American Elections (SPAE). Using the Apriori algorithm and setting parameters to capture meaningful associations (support >= 3%, confidence >= 60%, and lift > 1.5), the analysis revealed a strong connection between demographic attributes and voting-related challenges, such as registration hurdles, accessibility issues, and queue times. For instance, respondents who indicated that accessing polling stations was "very easy" and who reported moderate confidence were found to be over six times more likely (lift = 6.12) to trust their county's election outcome and experience no registration issues. A further analysis, which adjusted the support threshold to 2%, specifically examined patterns among minority voters. It revealed that 98.16 percent of Black voters who reported easy access to polling locations also had smooth registration experiences. Additionally, those who had high confidence in the vote-counting process were almost two times as likely to identify as Democratic Party supporters. These findings point to the important role that enhancing voting access and offering targeted support can play in building trust in the electoral system, particularly among marginalized communities.


Infrared AI cameras could help spot coronavirus carriers at polling places

#artificialintelligence

A security company has shifted its detection strategy from spotting guns to identifying people with a temperature. Launched in 2018, Athena Security's first product uses thermal imaging and computer vision to detect guns concealed under clothing. Now that the coronavirus is an even bigger public health threat than gun violence, the company has a new product: Fever Detection for COVID-19. Lisa Falzone, co-founder and CEO of Athena Security, said the platform combines infrared cameras and an algorithm that analyzes body temperature to detect people who have a temperature higher than 100 degrees. "So when someone comes into a business or an airport, you want to detect fevers to protect employees and customers," she said.


A Few Thoughts on the Unthinkable

The New Yorker

Jump to an update: • Waiting for Hillary on a gray morning • A few thoughts on the unthinkable • Palin speaks at the Trump party • Trump's path • Settling in for the night at Hillary Clinton's party • If Trump wins, he would likely also control all three branches of government • A new electoral map is upending the old one • The part of the night when Democrats start to freak out • Marco Rubio, again • The exit polls show a breakdown in demographics that is entirely predictable • A shooting near a polling place in Los Angeles • Early exit polls: No evidence Comey made a difference • Is the South still the conservative heartland? Clinton's motorcade arrived soon after. At campaign events and at her party last night, Clinton was permanently inside a huge bubble of safe space guarded by the Secret Service. At today's event, they were nowhere to be seen. Clinton arrived in a small caravan that stopped in a busy street. The only visible protection was provided by a handful of New York cops who hadn't received notice she was coming just then and halfheartedly tried to convince a crowd to move backward. Soon, Clinton's staff and the crowd and a few people who happened to have been walking down the street were mashed together for a panicky moment. A bicyclist, nearby, screamed, "Get out of the way, you fucking morons."--A. The executive branch of the United States government has grown in its power over the past eight years. After 9/11, George W. Bush built an aggressive national-security apparatus that Barack Obama only partially reined in. To cite just one of the powers that Commander-in-Chief Donald J. Trump would acquire, the American President has grown comfortable with killing alleged terrorists remotely with unmanned vehicles. Congress has done little in the way of oversight of this program, and it is just one of the many new powers Trump could inherit. Similarly, Congress has shown no interest in rewriting the overly broad war authorizations that Bush and Obama used to wage campaigns across the Middle East and Africa. As Congress and the White House became unable to pass legislation, Obama also pushed the boundaries with respect to the use of executive orders. These can be rescinded on day one of a Trump Presidency, but, just as important, Trump will undoubtedly push the boundaries of executive orders beyond what Obama did.