Pattern recognition

Pattern recognition is a branch of machine learning that focuses on the recognition of patterns and regularities in data, although it is in some cases considered to be nearly synonymous with machine learning. Pattern recognition systems are in many cases trained from labeled "training" data (supervised learning), but when no labeled data are available other algorithms can be used to discover previously unknown patterns (unsupervised learning).

The terms pattern recognition, machine learning, data mining and knowledge discovery in databases (KDD) are hard to separate, as they largely overlap in their scope. Machine learning is the common term for supervised learning methods and originates from artificial intelligence, whereas KDD and data mining have a larger focus on unsupervised methods and stronger connection to business use. Pattern recognition has its origins in engineering, and the term is popular in the context of computer vision: a leading computer vision conference is named Conference on Computer Vision and Pattern Recognition. In pattern recognition, there may be a higher interest to formalize, explain and visualize the pattern, while machine learning traditionally focuses on maximizing the recognition rates. Yet, all of these domains have evolved substantially from their roots in artificial intelligence, engineering and statistics, and they've become increasingly similar by integrating developments and ideas from each other.

Latest News for: AI pattern recognition

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AI era can benefit from lessons of the nuclear arms race

Arab News 21 Nov 2024
Every so often, news emerges of an advanced AI model outperforming its predecessor, restarting debates about the trajectory of AI ... Are we heeding those lessons in the AI era? ... The large language models that have captured the public imagination, while impressive, are fundamentally pattern recognition and prediction systems....
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Robots could soon detect brain tumors with high accuracy: study

Potter Leader-Enterprise 19 Nov 2024
Artificial intelligence (AI) models can be trained to distinguish tumors from healthy tissue, say scientists. AI models can already find brain tumors in MRI images almost as well as a human radiologists ... “Advances in AI permit more accurate detection and recognition of patterns....
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From Forecasting to Fraud Detection: How AI is Transforming Corporate Finance

Brave New Coin 18 Nov 2024
Financial forecasting enters a new era with AI ... AI-models are precise in recognizing patterns in large datasets, however the technology is still improving in certain�aspects such as biases ... The pattern recognition capabilities of AI make it possible to detect anomalies in financial transactions that could be an indicator for fraud....
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Propelling business breakthroughs with AI-powered operations

Hong Kong Standard 14 Nov 2024
integrating AI into complex tasks and allowing professionals to take their hands off the wheel ... Paving the way for business innovation with AI. In the panel discussion “From +AI to AI+ ... In addition to boosting productivity and facilitating data analysis, AI technologies have proven valuable in pattern recognition....
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AI Regulation, Global Governance and Challenges

The Daily Hodl 14 Nov 2024
State of the AI ... Other sectors are not left out in the ‘AI revival’ – financial institutions employ AI solutions for fraud detection with algorithms that leverage behavioral analysis, natural language processing and pattern recognition to identify fraudulent activities ... Biased AI models can also result in large-scale discrimination....
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Dataminds Services Unveils AI-Driven Solutions for Next-Generation Process Mining

GetNews 13 Nov 2024
Unveiling Hidden Patterns.. Once data is extracted, AI-powered pattern recognition algorithms can identify complex process variations and anomalies that might otherwise go unnoticed ... By automating data extraction, uncovering hidden patterns, and providing actionable insights, AI is empowering organizations to.....
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2025 Looks Like Another ‘Meh’ Year for CX

CRM Buyer 12 Nov 2024
“This is because agentic AI will be empowered with unlimited branched decision making based on large datasets and will use pattern recognition and associative learning to build solutions and communications that it creates specifically to satisfy the focal customer.” Reaching Beyond FAQs to Knowledge Hubs....
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Rethinking AI Research: Shifting Focus Towards Human-Level Intelligence

Sify 11 Nov 2024
While their core strength lies in exceptional pattern recognition and generating human-like text from those patterns, they lack the deeper understanding and reasoning capabilities common to human cognition ... Unlike traditional models that rely on pattern recognition, o1 uses ......
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Sea angels and devils: could plankton unlock the secrets of human biology?

AOL 05 Nov 2024
That cost saving also allows researchers the luxury of time, which is imperative for finding the genetic commonalities and patterns that will reveal answers about human health ... The team then uploaded the data via Starlink to universities where scientists used AI to look for pattern recognition in the organisms’ DNA....

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