He said conclusions could not be drawn from the data, and doctors should not base treatment decisions on it.
The company then envisions selling insights drawn from the data trove to automakers, insurance companies and possibly even advertisers.
We caution, however, that no firm conclusions can be drawn from the data without further evidence from actual experience.
A data journalist and media commentator, Keith Ng, said the conclusions drawn from the data equated people who had surnames that "sound Chinese" with "foreign parasites".
Maintaining credibility and making the most of the data requires understanding and factoring this and other limitations into the analysis and conclusions drawn from the data.
There are many additional, different, and perhaps even contrary interpretations of unicorns to be drawn from the data in the following pages.
When the distribution describing the data changes over time, it is important to detect these changes so that correct inferences can be drawn from the data.
Since the survey appeared to count all American women over a certain age, and not just heterosexual women over a certain age, the conclusions drawn from the data were, to my mind, dead on arrival.
But the report says they were "quick to deny any adverse inferences drawn from the data by resource to plausible justifications... To some this could be seen as wilful blindness".
That logic seems narrow, but not tremendously controversial — and, while it's interesting to see the data of aggregated attraction, the conclusions that can be drawn from the data are much less subtle than Archer and Jockers seem to think.
Our overall system achieves an Area Under the Receiver Operating Characteristics curve of 95.3% for detecting laughters and 90.4% for fillers on the test set drawn from the data specifications of the Interspeech 2013 Social Signals Sub-challenge.
