pmfl: partial meta-federated learning for heterogeneous tasks and its applications on real-world medical records

Answers

Answer 1

Partial Meta-Federated Learning (PMFL) is a technique used for heterogeneous tasks, specifically applied to real-world medical records.

Partial Meta-Federated Learning (PMFL) is an approach that addresses the challenges of handling heterogeneous tasks in the context of real-world medical records. It combines two important concepts: federated learning and meta-learning. Federated learning enables collaborative training of machine learning models across multiple decentralized data sources without sharing raw data, while meta-learning focuses on learning to learn by extracting knowledge from previous learning experiences.

PMFL leverages these concepts to build models that can effectively handle the diversity of medical records, such as different data formats, privacy constraints, and varying task complexities. By utilizing meta-learning techniques, PMFL enables the model to adapt and generalize to new tasks and data distributions, improving the overall performance and efficiency of the learning process.

In practical applications, PMFL can be utilized to analyze and extract valuable insights from real-world medical records, leading to advancements in healthcare research, diagnosis, and treatment. The ability to train models on distributed data while preserving privacy and addressing heterogeneity makes PMFL a promising approach for leveraging the collective knowledge hidden in medical records across various healthcare institutions.

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Related Questions

Before Robert buys a new car, which questions should he ask himself?
Check all that apply.
Is this something I need?
Will my friends like this?
Is advertising influencing me?
Will this help others in my family?
Will I impress my coworkers?
Am I considering my future needs?

Answers

-Is this something i need?
- is advertising influencing me?
-will this help others in my family?
- am I considering my future needs?

Answer:

a,c,d and f

Explanation:

trust

Why did andrew jackson, and most americans, support indian removal?

Answers

Removal would "incalculably strengthen the southwestern frontier," Jackson stated.

He asserted that removing Indians from Alabama and Mississippi would "enable those states to advance rapidly in population, wealth, and power."

Why did a large number of Americans back the Indian Removal Act?

The majority of white Americans were of the opinion that the United States would never reach beyond the Mississippi River. Indians would be freed from white encroachment and relocated to a region where they could peacefully lead themselves.

Why did a large number of Americans back the Indian Removal Act?

The majority of white Americans were of the opinion that the United States would never reach beyond the Mississippi River. Indians would be freed from white encroachment and relocated to a region where they could peacefully govern themselves.

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PEWDIEPIE. 50PTS. 3 reasons that the legislative branch is stronger than the other branches. 3 evidences for every reason and reasoning for every evidence.

Answers

1.) They have power to override a presidents decision
2.) Stop laws from being passed
3.) Control all decisions the governments make

Answer:

“MY THESIS IS” When taking things into consideration, the Legislative branch is the most powerful; with its ability to create laws, borrow money, collect taxes, regulate commerce, and most importantly develop a social contract with its citizens in return of ensuring safety and maintaining order.

Explanation:

Take into consideration that although there are three branches, equal power is not distributed between them.

which of the following behavior therapy techniques would most likely be used to treat a fear of flying? question 9 options: a) systematic desensitization b) biofeedback c) modeling d) aversive conditioning

Answers

Two of the main Evidence-Based Practices (EBPs) used to address anxiety about flying and other travel-related phobias are cognitive behavioural therapy (CBT) and exposure therapy.

What is therapy actually called?

Therapy is a type of care that tries to assist in resolving psychological or emotional problems. There are numerous varieties of therapy. Post to Pinterest Getty Images/rparobe With psychotherapy, often known as talk therapy, a patient converses with a qualified therapist who may assist them in comprehending particular emotions and actions.

How can I tell if I require therapy?

When something distresses you and interferes with your life, the American Psychological Association advises that you think about seeing a therapist, especially if: You spend at least eight hours a day thinking about or dealing with the problem.

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It has been said that white students are playing on a flat field on which students of color are running uphill. What does this mean?

Answers

Explanation:

It means that the white students are having fun on a nice, flat hill although the children/students of colour, are working and having to run up the hill whilst the others are enjoying themselves.

what were the pros and cons of a slave in ancient rome?

Answers

The pros were that enslaved people performed many domestic services and might be employed at highly skilled jobs
The cons were they could be subjected to corporal punishment, sexual exploitation, torture, and summary execution (some prostitutes were slaves.)

TRUE / FALSE. choose five possible authorities, mentioned in this class, that individuals might appeal to in order to get their point across.

Answers

TRUE. In order to get their point across, individuals might appeal to several authorities mentioned in this class.

In order to get their point across, individuals might appeal to several authorities mentioned in this class could include:

1. Expert authority - appealing to individuals with specialized knowledge or skills in a particular field.

2. Positional authority - appealing to individuals who hold a particular position of power or authority within an organization or institution.

3. Moral authority - appealing to individuals who are respected for their moral character and principles.

4. Relational authority - appealing to individuals who have a close relationship or personal connection with the person or group they are trying to persuade.

5. Legal authority - appealing to individuals who have the legal power or jurisdiction to make decisions or enforce laws and regulations.

By appealing to these authorities, individuals can increase their credibility and legitimacy, and potentially sway others to their point of view. It is important to note, however, that the effectiveness of these appeals may vary depending on the context and audience involved.

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the ceo, president, and top executive officers are responsible for ________ in the strategic plan.

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The CEO, president, and top executive officers play a crucial role in various aspects of the strategic plan. Firstly, they are responsible for setting the overall direction and vision of the organization. They collaborate to define the organization's mission, goals, and objectives, ensuring they align with the long-term vision.

Secondly, these executives are accountable for developing strategies to achieve the stated goals. They assess the internal and external environment, identify opportunities and challenges, and formulate strategic initiatives. These initiatives may encompass areas such as market expansion, product development, organizational restructuring, or resource allocation.

Furthermore, the CEO, president, and top executives are tasked with communicating the strategic plan throughout the organization. They ensure that all employees understand the plan's objectives, their roles, and the expected outcomes. This involves cascading the strategy down to lower levels, fostering alignment, and promoting a shared understanding of the organization's strategic direction.

Additionally, these leaders are responsible for resource allocation, including financial, human, and technological resources. They make decisions regarding budgeting, staffing, and investment priorities, ensuring that resources are effectively allocated to support the strategic initiatives and maximize organizational performance.

Lastly, the CEO, president, and top executives monitor the implementation of the strategic plan. They regularly review progress, assess performance metrics, and make adjustments as necessary. They provide guidance, support, and leadership to overcome obstacles and drive the organization towards the desired outcomes.

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TorF

Symbols are instrumental in helping people derive meanings from social situations. And social encounters, each person's interpretation or definition of a given situation becomes a subjective reality from that person's viewpoint

Answers

True. Symbols play a crucial role in helping individuals derive meanings from social situations.

These symbols can include language, gestures, and various forms of non-verbal communication. They act as a medium through which people convey their thoughts, beliefs, and emotions, allowing others to interpret and understand the underlying message in a specific context.

As individuals engage in social encounters, their personal experiences, beliefs, and cultural backgrounds influence their interpretation of symbols and the meanings they assign to them. This process creates a subjective reality for each person, as their understanding of a situation is shaped by their unique perspective.

In other words, people perceive and interpret social situations differently based on their subjective reality, which is constructed from their individual experiences and viewpoints. This highlights the importance of symbols as a means of facilitating communication and understanding in diverse social contexts, while also acknowledging that interpretations can vary significantly among individuals.

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ano ang ibig sabihin ng pagtupad sa tungkulin

Answers

Ang ibigsabihin nito ay, paggawa sa tungkulin na iyong pinangako.

What are the special features of fifth generation that makes it different from the other generations?​

Answers

Answer:

In the fifth generation, VLSI technology became ULSI (Ultra Large Scale Integration) technology, resulting in the production of microprocessor chips having ten million electronic components. This generation is based on parallel processing hardware and AI (Artificial Intelligence) software.

Explanation:

Is the the inside surface of an exterior wall left exposed in open panel systems?

Answers

In an open Panel Systems, the inside surface of the wall is left exposed so plumbing, insulation, and interior finishes can be applied at the job-site.

What is an open panel systems?

This refers to the outside surface of the exterior wall panel that is covered with sheathing or insulation board. It is the structurally engineered panels that form the inside load-bearing leaf of the external wall, comprising studs, rails, sheathing on one face and a breather membrane.

While the open panel system is like closed panel system being quick and easy to install providing a weather tight structure within a matter of days, the inside surface of the wall is left exposed so plumbing, insulation, and interior finishes can be applied at the job-site.

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What is the main argument of difference feminism?

Answers

Difference feminism, also known as Black feminism is a perspective that sees how women are oppressed by the patriarchy but also by both capitalism and racism. They argue that minority-ethnic, working-class women are the most discriminated against people in society.

the concept that the same message gives different meanings to different objects is called polymorphism. can you think of examples where this behavior may provide unexpected results?

Answers

Yes, the concept of polymorphism can definitely result in unexpected outcomes.

One example could be in a program that has a function that takes in two arguments, an integer and a string. In this scenario, the function could have different behaviors based on the types of the arguments that are passed in.

For example, if the integer represents a number of times to repeat the string, the function would repeat the string x number of times. However, if the integer represents a character code and the string represents a message, the function could use the character code to encrypt or decrypt the message.

This can result in unexpected outcomes because the same function is being used for different purposes, and it may not always be clear which behavior is intended. Additionally, if the function is used in a larger program, changes made to one part of the program could unintentionally affect the behavior of the function in other parts of the program, leading to even more unexpected results.

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anger is to rage as fear is to: anger is to rage as fear is to: terror. guilt. disgust. shame. pain.

Answers

Fear is to terror as anger is to rage. Terror is an acute and severe version of the fundamental feeling it arises from, in this example, fear, just like wrath is.

Both fear and anger can result in a variety of feelings and acts that can be displayed to varied degrees, but rage and panic are particularly linked to overpowering, irrational reactions.

Causes. Although there may not always be a clear-cut reason for angrophobia, it is typically a result of a painful experience in the past. Fear can be accompanied by guilt, disgust, shame, and agony, although these feelings are not as intense or directly related to dread as terror is.

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Sudan is located to the_____of Egypt and to the___of the Kenya

Answers

Answer:

south; northwest

Explanation:

on a map you can see that egypt is directly above sudan

sudan is also to the northwest of kenya

The principle of the rule of law states that

The principle of the rule of law states that

Answers

Answer:

All people are protected by the law

Explanation:

Rule of law is a principle under which all persons, institutions, and entities are accountable to laws that are: Publicly promulgated. Equally enforced. Independently adjudicated.

What event directly contributed to the growth of the jamaican religion of rastafarianism?.

Answers

Coronation of Ethiopian Emperor Haile Selassie I in 1930 event directly contributed to the growth of the Jamaican religion of Rastafarianism.

Rastafari is a religious and political movement that began in Jamaica in the 1930s and was espoused by numerous groups around the globe. It combines Protestant Christianity, mysticism, and apan-African political consciousness.

Rastafari, occasionally called Rastafarianism, is a religion that developed in Jamaica during the 1930s. It's classified as both a new religious movement and a social movement by scholars of religion.

Rastafarians believe in the Judeo- Christian God and call him Jah. They believe Christ came to Earth as a godly incarnation of Jah. Some Rastafarians believe that Christ was black, while numerous focus on Emperor Haile Selassie of Ethiopia as the black messiah and revitalization of Christ.

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common cause and the league of women voters are examples of

Answers

Common Cause and the League of Women Voters are examples of nonpartisan advocacy organizations.

Nonpartisan advocacy organizations are groups that promote specific causes or issues without aligning themselves with any particular political party. They work towards advancing their goals and objectives through research, education, lobbying, and grassroots organizing. Common Cause is an organization that focuses on promoting government accountability, transparency, and campaign finance reform. The League of Women Voters, on the other hand, aims to encourage informed and active participation in the democratic process, particularly among women. Both organizations operate independently of political parties and strive to uphold the principles of democracy, civic engagement, and social justice. By remaining nonpartisan, these organizations seek to engage a wide range of individuals and foster bipartisan support for their advocacy efforts.

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Write three sentences that describe what life was like for people who lived in these religious communities.

Answers

Explanation:

For people living in religious communities their actions are influenced by the beliefs and practices of their religion. They have to follow the traditions and the rituals of their religion. for example, India is a highly religious country and the majority of the people in the country belongs to Hindu. According to the Hindu beliefs cow is considerd as a sacred animal and killing or eating of cows or buffalo's is considerd as a sin. But at the same time in the muslim religion eating of pig is a sin. so for people living in religious communities even their food is determined by their religion.

Why did Native American raids in West Texas increase during the Civil War?​

Answers

Answer: Law enforcement left to serve in confederate army

Humans are resources known as the labour force true or false

Answers

Human resources is the set of people who make up the workforce of an organization, business sector, industry, or economy. A narrower concept is human capital, the knowledge and skills which the individuals command. Similar terms include manpower, labor, personnel, associates or simply: people.

how much time do you get for involuntary manslaughter?

Answers

why? what did you do?

Who was a Renaissance writer whose work was based on their professional experience ?
Miguel de Cervantes
Sancho Panza
Dante Alighieri
Baldassare Castiglione

Answers

Answer:

D. Baldassare Castiglione

Explanation:

Got it right on the test.

Answer:

D.

Explanation:

.

In most cases, the US Supreme Court functions as

a trial court.
a circuit court.
an appellate court.
a superior court.

Answers

Answer:an appellate court

Explanation:

In most of case, the US Supreme Court functions performs the function of an appellate court

What do the Supreme Court do?

The Supreme Court is the ape.x court although its perform the function of appellate court because the aggrieved party continues to seek for fair judgement.

Hence, the US Supreme Court functions performs the function of an appellate court In most case.

Therefore, the Option C is correct

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How has the construction of interstate highways in Georgia changed the way people travel within the state? A. Driving between cities and towns has become easier. B. Only people who drive in rural areas have been helped. C. The number of people who ride trains has increased. D. Only people who drive in cities have been helped.

Answers

Answer:

B

Explanation:

is easy and no hard hehe

Answer:

The correct answer is driving between cities and towns has become easier.

Explanation:

Which layer of the atmosphere is CLOSEST to the surface of Earth?


mesosphere


troposphere


thermosphere


stratosphere

Answers

Answer: troposphere

Answer:

troposphere  

Explanation:

troposphere is the closest to the surface

hope this helps, i hope you get 100% on your test :)

The mission of national center for complementary and alternative medicine (nccam) is to _____.

Answers

The mission of the National Centre For Complementary and Alternative Medicine (NCCAM) is to explore complementary and alternative healing pictures in the context of rigorous science.

National Centre For Complementary and Alternative Medicine (NCCAM) was established in 1992 as the office of alternative medicine. It was re-established on 10 October 1998 as NCCAM. NCCAM is one of the 27 institutes and centers that make up the National institute of health within the department of health and human services of the Federal Government of the US. It conducts and supports research and also provides information about complementary health products and practices.

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what happened at battle of yorktown

Answers

Answer:

so the people fought because there was a conflict and so they went and had a battle

Answer:

The American troops were able to for the British to surrender

Nasir occasionally experiences periods of intense overwhelming dread that come about for no reason. These periods are marked by trembling, heart palpitations, and chills, and the feeling that he is losing control. Nasir might be diagnosed as having

Answers

Answer:

Panic disorder or anxiety

Explanation:

Due to occasionally experiencing intense overwhelming, heart palpitations and feeling of losing control, Nasir may be diagnosed as having the Panic disorder.

     

What is Control?        

In general, control means to keep something within certain limits or to limit someone's actions or behavior.

Intense overwhelming, trembling, heart palpitations, and feeling of losing control are the strong symptoms of panic disorder.

Therefore, Nasir may be diagnosed as having the Panic disorder.

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Each different letter in this multiplication problem stands for a different digit. Reconstructthe problem and find the value of NAG. DIDx I NAG The journal entry to recognize depreciation expense for office equipment would include a? What is the meaning of this line from "Thank You, M'am"? He did not trust the woman not to trust him" The scores on a test for a sample of 42 statistics students are summarized in the following table. 9, 90, 18, 80, 15, 70. Find the mean score. round your answer to at least one decimal place. A system of public credit was needed to:O A. repair damages done during the war.B. establish a national bank.C. pay off the nation's debt.D. support big business and merchants Helppp meee please this is my last question i also dont know if my answer is right which search pattern would be primarily be used for a large outdoor crime scene? select one: a. spiral search pattern b. zone search pattern c. line search pattern d. grid search pattern e. none of the above Which of the following statements concerning cross-tolerancebof and cross dependence on drugs are true1.As tolerance to a drug developed the user can also develope tolerance to other drugs from different chemical families2. As tissue dependence on a drug developed, the user can also develope dependence on other drugs3. As tissue dependence on a depressant drug develope the user also develope, the user also develope dependence on another drug in the same chemical family.4.as a tolerance to a depressant drug develops, the user also develops tolerance to other downers an otherwise healthy 70-year-old man presents with a painful vesicular eruption spread throughout the left mid lower back. which of the following would best confirm the suspected diagnosis? Antonio has a total of 55 marbles. He has 15 green marbles and 12 red marbles. The rest of the marbles areblue. How many blue marbles does he haveA student solves this problem by writing an equation. Which strategy could help check the student's answer?final answer A manufacturing firm incurred the following insured losses, in the order given, during the current policy year? How much would the company's insurer pay for each loss if the policy con" Triangle RST has vertices R(6, 5), S(9, 4), and T(10, 1). Triangle RST has vertices R(6, 5), S(9, 4), and T(10, 1).Which transformation of triangle RST produced triangle RST?a rotation of 90 clockwise around the origina rotation of 90 counterclockwise around the origina reflection across the y-axisa reflection across the x-axis Q1 (Q 5.5, Page 188 of the text book): Let X, X2, ..., Xn be a random sample From N(u, o). ns a. Prove that Yo, where Yn = and S = 1(X - X)/n. n-1 b. Prove that S0, where S = The market for blue jeans is in equilibrium. Blue jeans are a normal good for consumers. If a recession reduces consumers' incomes at the same time that the price of denim (an input in the making of blue jeans) increases, we can say with certainty that as a result: Amber Cho's monthly statement for her credit card shows a $529. 78 previous balance, her $85. 00 payment, a $7. 95 finance charge, and credits of $49. 45 and $39. 22. This month's new purchases are $277. 32 and $38. 20. What is the new balance? BRAINLIESTTTTChoose the answer that best completes the sentence.Yo no __________ en el comedor.estestsestoyestamos A two-year amortizing bond has a coupon rate of 4% and pays its coupons semi- annually. Coupon payments are based upon the outstanding face value at the start of the coupon period. It has a face value of 200 and 50 of the face value is amortized every half year. The yield to maturity is 1% per year.What is the price, duration and convexity of the bond? g true or false? if a computer attempts to ping a machine that does not reside on the local lan and it does have a default gateway set, the error message returned by the local computer reads request timed out HELP ASAP IT'S AN EMERGENCY When God blesses us financially, what does He expect us to do withHis abundance? How do the Scriptures characterize the love ofmoney?