Social Networks & Crowdsourcing Flashcards
what is a social network?
a social structure of actors and the dyadic ties between them
what is collaborative filtering?
a recommendation technique (used by amazon)
the idea is to predict what the user wants to buy by collecting preferences from many users
if user A shares a relevant preference with user B, then they are more likely to share other preferences with each other than random people
what is first story detection?
the study of how to automatically detect novel events by analysing real-time social media data such as tweets
remember there are ethics concerns
a harvard boi got in trouble
what is crowdsourcing?
the idea of distributing work to a large set of people who may or may not know each other or the person requesting the work
e.g. wikipedia, zooniverse
what is a microtask market?
online marketplaces for bidding out pieces of work to a large distributed anonymous set of workers
e.g. amazon mechanical turk
how is data validated in mcirotask markets?
reputation schemes
trial tasks
validation tasks - interleaved into trials
using workers to judge each other’s work
what is crowd latency?how to reduce?
the problem of ensuring results are computed fast enough for real-time systems
keep workers on a retainer
improve the design so it attracts more workers
incrase the pay for work
some design guidelines for requesters
hourly pay pay disclosure value the worker's time objective quality metric immediate quality feedback londer-term feedback disclose payment terms follow payment terms provide task context
give two games
sea hero quest
fold.it
give two real time crowdsourced?
vizwiz and crowdDB