Generering och visualisering av tidsserieprediktioner

dc.contributor.authorWester, Anton
dc.contributor.authorNilsson, Oscar
dc.contributor.departmentChalmers tekniska högskola / Institutionen för data och informationstekniksv
dc.contributor.examinerAlmström Duregård, Jonas
dc.date.accessioned2019-07-10T12:14:28Z
dc.date.available2019-07-10T12:14:28Z
dc.date.issued2019sv
dc.date.submitted2019
dc.description.abstractThis project was established together with an IoT-company that manufactures and sells products for home automation and saves a lot of data from their installed products which is not used in company-related decisions. The aim of the project is to investigate whether there is a developed API or a method for creating forecasts on the company's historical data in order to be able to make more realistic business decisions. The technical parts of the work have been carried out in the company's premises, where there has been access to computers and consultation of experienced developers, while the "non-technical" parts have been performed at Chalmers. An API for the creation of time series forecasts was discovered after weeks of investigation. The API is created by BigML and provides functionality to load data, process the data and produce forecasts. After the group decided to use BigML, they implemented its functionality in to the company's existing analysis tool and visualized the historical data along with the forecasted data in a graph. The group encountered a number of problems during the project, but are generally satisfied with the result. A clear representation of the historical data and the forecast data was successfully implemented in the company's code base, but there is uncertainty about the reliability of the forecasted values.sv
dc.identifier.coursecodeLMTX38sv
dc.identifier.urihttps://hdl.handle.net/20.500.12380/300024
dc.language.isoswesv
dc.setspec.uppsokTechnology
dc.titleGenerering och visualisering av tidsserieprediktionersv
dc.type.degreeExamensarbete på grundnivåsv
dc.type.uppsokM
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