2015 Mathematical medicine and biology : a journal of the IMA
* Efficient parameter estimation for models of healthcare-associated pathogen transmission in discrete and continuous time.
- We describe two novel Markov chain Monte Carlo approaches to computing estimates of parameters concerned with healthcare-associated infections. The first approach frames the discrete time, patient level, hospital transmission model as a Bayesian network, and exploits this framework to improve greatly on the computational efficiency of estimation compared with existing programs. The second approach is in continuous time and shares the same computational advantages. Both methods have been implemented in programs that are available from the authors. We use these programs to show that time discretization can lead to statistical bias in the underestimation of the rate of transmission of pathogens. We show that the continuous implementation has similar running time to the discrete implementation, has better Markov chain mixing properties, and eliminates the potential statistical bias. We, therefore, recommend its use when continuous-time data are available.
=>利用, 使う, 利用する, (体, 能力など)を働かす, 使用, 利用法
Overview of noun use
The noun use has 7 senses (first 6 from tagged texts)
1. (90) use, usage, utilization, utilisation, employment, exercise -- (the act of using; "he warned
against the use of narcotic drugs"; "skilled in the utilization of computers")
2. (18) function, purpose, role, use -- (what something is used for; "the function of an auger is to
bore holes"; "ballet is beautiful but what use is it?")
3. (7) use -- (a particular service; "he put his knowledge to good use"; "patrons have their uses")
4. (1) consumption, economic consumption, usance, use, use of goods and services -- ((economics) the
utilization of economic goods to satisfy needs or in manufacturing; "the consumption of energy has
increased steadily")
5. (1) habit, use -- ((psychology) an automatic pattern of behavior in reaction to a specific
situation; may be inherited or acquired through frequent repetition; "owls have nocturnal habits";
"she had a habit twirling the ends of her hair"; "long use had hardened him to it")
6. (1) manipulation, use -- (exerting shrewd or devious influence especially for one's own
advantage; "his manipulation of his friends was scandalous")
7. use, enjoyment -- ((law) the exercise of the legal right to enjoy the benefits of owning
property; "we were given the use of his boat")
Overview of verb use
The verb use has 6 senses (first 3 from tagged texts)
1. (603) use, utilize, utilise, apply, employ -- (put into service; make work or employ for a
particular purpose or for its inherent or natural purpose; "use your head!"; "we only use Spanish at
home"; "I can't use this tool"; "Apply a magnetic field here"; "This thinking was applied to many
projects"; "How do you utilize this tool?"; "I apply this rule to get good results"; "use the
plastic bags to store the food"; "He doesn't know how to use a computer")
2. (12) use, habituate -- (take or consume (regularly or habitually); "She uses drugs rarely")
3. (8) use, expend -- (use up, consume fully; "The legislature expended its time on school
questions")
4. use -- (seek or achieve an end by using to one's advantage; "She uses her influential friends to
get jobs"; "The president's wife used her good connections")
5. practice, apply, use -- (avail oneself to; "apply a principle"; "practice a religion"; "use care
when going down the stairs"; "use your common sense"; "practice non-violent resistance")
6. use -- (habitually do something (use only in the past tense); "She used to call her mother every
week but now she calls only occasionally"; "I used to get sick when I ate in that dining hall";
"They used to vacation in the Bahamas")
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