http://rdf.ncbi.nlm.nih.gov/pubchem/patent/CN-111988744-B
Outgoing Links
Predicate | Object |
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classificationCPCInventive | http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/H04W4-021 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/H04W4-029 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06F18-23 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06F18-22 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06F16-9537 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06Q10-04 |
classificationIPCInventive | http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G06Q10-04 http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G06K9-62 http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G06F16-9537 http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/H04W4-029 http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/H04W4-021 |
filingDate | 2020-08-31-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
grantDate | 2022-04-01-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
publicationDate | 2022-04-01-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
publicationNumber | CN-111988744-B |
titleOfInvention | A Location Prediction Method Based on User Movement Patterns |
abstract | The invention relates to a position prediction method based on a user's movement pattern, and belongs to the field of machine learning. The methods are as follows: use the Apriori algorithm to mine the individual movement patterns of each user, and find out the internal factors that affect the user's check-in; use the dynamic time warping algorithm DTW to calculate the similarity between the individual movement patterns of the users; Group the modes, get the central mode of each group, and find the external factors that affect the check-in; use the individual movement mode and the overall movement mode to train the Markov model; train the Markov chain model based on IMP and AMP to predict the user's Next position; consider the influence of external weather, create general weather characteristics; use Gaussian kernel function to calculate the similarity between the weather at the current location and the weather at other locations, and revise the predicted results; set evaluation standards and benchmark methods. The present invention makes the predicted results more realistic. |
priorityDate | 2020-08-31-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
type | http://data.epo.org/linked-data/def/patent/Publication |
Incoming Links
Predicate | Subject |
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isDiscussedBy | http://rdf.ncbi.nlm.nih.gov/pubchem/substance/SID428402166 http://rdf.ncbi.nlm.nih.gov/pubchem/compound/CID71311703 |
Total number of triples: 21.