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Data brokers like Acxiom have developed advanced techniques to collect and collate information about consumers' offline, online and mobile behavior.
MobRec uses the contextual features to cluster, during an off-line stage, users that share similar patterns of mobile behavior.
While new research on mobile behavior from Nielsen found that people have almost doubled the amount of time they spend on smartphone apps since 2012, it's not clear that monetizing this behavior is a good thing.
There are some hotspot problems remaining in trajectory cluster for discovering mobile behavior regularity, such as the computation of distance between sub trajectories, the setting of parameter values in cluster algorithm and the uncertainty/boundary problem of data set.
Experimental results demonstrate that the proposed algorithm can perform the fuzzy trajectory cluster effectively on the basis of the time and space distance, and obtain the optimal cluster centers and rich cluster results information adaptably for excavating the features of mobile behavior in mobile and sociology network.
It's challenge, and the easiest way it could fail, will be trying to fundamentally change our mobile behavior.
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Improve your understanding of the nuances of mobility and mobile behaviors before you ramp up your investment in mobile.
When optimizing paid search campaigns for mobile, think about what consumers will be looking for and how – then adapt keywords and creative to fit mobile behaviors.
With the company's mobile strategy, "the whole idea is how to capture mobile behaviors when people travel (i.e. taking pictures, checkins) and to make the experience it useful and beautiful," he explains.
Messaging, notifications, adaptive design all cater to unique mobile behaviors, which present challenges to established publishers but also new revenue opportunities.
By tapping into mobile behaviors and preferred channels, and creating unique news experiences around those behaviors, publishers can build a resilient business model that is more adaptable to the rapidly changing technology landscape.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com