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Insuring Smiles: Predicting routine dental coverage using Spark ML

Gupta, Aishwarya, Bhogale, Rahul S., Thota, Priyanka, Dathuri, Prathushkumar, Woo, Jongwook

arXiv.org Artificial Intelligence

Finding suitable health insurance coverage can be challenging for individuals and small enterprises in the USA. The Health Insurance Exchange Public Use Files (Exchange PUFs) dataset provided by CMS offers valuable information on health and dental policies [1]. In this paper, we leverage machine learning algorithms to predict if a health insurance plan covers routine dental services for adults. By analyzing plan type, region, deductibles, out-of-pocket maximums, and copayments, we employ Logistic Regression, Decision Tree, Random Forest, Gradient Boost, Factorization Model and Support Vector Machine algorithms. Our goal is to provide a clinical strategy for individuals and families to select the most suitable insurance plan based on income and expenses.


New-age Healthtech Start-ups are Disrupting the Insurance Space

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One of the most important areas for AI applications is healthcare. Today's most significant healthcare breakthroughs heavily include AI. For instance, AI accelerated the process of recovering from the nearly two-year-long COVID-19 pandemic's global impact. AI was used in the healthcare sector for a variety of tasks, including early COVID-19 identification, patient assistance, and drug repurposing. Research and Markets estimate that by 2021, the use of AI in healthcare in India would be worth Rs 431.97 billion, expanding at a rate of nearly 40%.


Council Post: It's Finally Time For AI In Healthcare

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Artificial intelligence (AI) has been the promise of healthcare for nearly a decade, but the industry has yet to adopt it widely. Applications of AI in arguably more difficult domains, such as search, language and image recognition, have seen massive success over the past decade. While neural net algorithms and compute power have improved dramatically, AI in healthcare is still lagging behind. The big reason these domains, and not healthcare, have been able to utilize AI tech is due to the internet's ability to make massive amounts of data available. Now data access via internet technologies is finally happening in healthcare through secure channels.


Humanity and AI will be inseparable, says CMU's Head of Machine Learning Verge 2021

#artificialintelligence

One of the big trends we've seen over the last five years is automation. At the same time, we're also seeing more intelligence built into tools we already have, like phones and computers. Where do you see this process in five years? In the future, I believe that there will be a co-existence between humans and artificial intelligence systems that will be hopefully of service to humanity. These AI systems will involve software systems that handle the digital world, and also systems that move around in physical space, like drones, and robots, and autonomous cars, and also systems that process the physical space, like the Internet of Things. You will have more intelligent systems in the physical world, too -- not just on your cell phone or computer, but physically present around us, processing and sensing information about the physical world and helping us with decisions that include knowing a lot about features of the physical world.


Humanity and AI will be inseparable, says CMU's Head of Machine Learning Verge 2021

#artificialintelligence

One of the big trends we've seen over the last five years is automation. At the same time, we're also seeing more intelligence built into tools we already have, like phones and computers. Where do you see this process in five years? In the future, I believe that there will be a co-existence between humans and artificial intelligence systems that will be hopefully of service to humanity. These AI systems will involve software systems that handle the digital world, and also systems that move around in physical space, like drones, and robots, and autonomous cars, and also systems that process the physical space, like the Internet of Things. You will have more intelligent systems in the physical world, too -- not just on your cell phone or computer, but physically present around us, processing and sensing information about the physical world and helping us with decisions that include knowing a lot about features of the physical world.


Flipboard on Flipboard

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By 2021, everyday software will be vastly more intelligent and powerful, replacing humans in more and more tasks. How will we keep up? While some predict mass unemployment or all-out war between humans and artificial intelligence, others foresee a less bleak future. Professor Manuela Veloso, head of the machine learning department at Carnegie Mellon University, envisions a future in which humans and intelligent systems are inseparable, bound together in a continual exchange of information and goals that she calls "symbiotic autonomy." In Veloso's future, it will be hard to distinguish human agency from automated assistance -- but neither people nor software will be much use without the other. Veloso is already testing out the idea on the CMU campus, building roving, segway-shaped robots called "cobots" to autonomously escort guests from building to building and ask for human help when they fall short.


Humanity and AI will be inseparable, says CMU's Head of Machine Learning Verge 2021

#artificialintelligence

One of the big trends we've seen over the last five years is automation. At the same time, we're also seeing more intelligence built into tools we already have, like phones and computers. Where do you see this process in five years? In the future, I believe that there will be a co-existence between humans and artificial intelligence systems that will be hopefully of service to humanity. These AI systems will involve software systems that handle the digital world, and also systems that move around in physical space, like drones, and robots, and autonomous cars, and also systems that process the physical space, like the Internet of Things. You will have more intelligent systems in the physical world, too -- not just on your cell phone or computer, but physically present around us, processing and sensing information about the physical world and helping us with decisions that include knowing a lot about features of the physical world.


Humanity and AI will be inseparable, says CMU's Head of Machine Learning Verge 2021

#artificialintelligence

One of the big trends we've seen over the last five years is automation. At the same time, we're also seeing more intelligence built into tools we already have, like phones and computers. Where do you see this process in five years? In the future, I believe that there will be a co-existence between humans and artificial intelligence systems that will be hopefully of service to humanity. These AI systems will involve software systems that handle the digital world, and also systems that move around in physical space, like drones, and robots, and autonomous cars, and also systems that process the physical space, like the Internet of Things. You will have more intelligent systems in the physical world, too -- not just on your cell phone or computer, but physically present around us, processing and sensing information about the physical world and helping us with decisions that include knowing a lot about features of the physical world.