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William M. Briggs

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Posted inStatistics

Time Series And Causality: Global Warming Example

Temperature causes Here is an atmospheric monthly average temperature series: T = (61, 69, 69, 70, 72, 65, 63) (all F). What caused the temperature to take the value T1…
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Posted inStatistics

Time Series Aren’t Easy: Tornado Deaths Example

Time series are the most abused statistics in the physical sciences. (It's an endless, raucous, peer-reviewed contest for the worst in the "soft sciences.") The Mann problem (is that a…
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Posted inStatistics

How To Properly Handle Proxy Time Series Reconstructions

This is all made up data, so as not to hurt anybody's feelings. Also, this is a sketch. Everything can't be done in 700 words. We are interested in the…
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Posted inStatistics

(Most) Everything Wrong With Time Series

It came out at my recent meeting that a compilation of everything wrong with time series was in order. A lot of this I've done before, and so, just as…
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Posted inPhilosophy Statistics

The Data Is The Data, Not The Model: With Climatology Time Series Example

How not to plot The following plot was sent to me yesterday for comment. I cannot disclose the sender, nor the nature of the data, but neither of these are…
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Posted inPhilosophy Statistics

Let’s Try This Time Series Thing Again: Part V

Part I, II, III, IV, V. We started by assuming each X was measured without error, that each observation was perfectly certain. This is not always so for real X.…
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Posted inPhilosophy Statistics

Let’s Try This Time Series Thing Again: Part IV

Part I, II, III, IV, V. We have before us X1 to X156. We started by assuming that something, called T, caused these data to take the values it did.…
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Posted inPhilosophy Statistics

Let’s Try This Time Series Thing Again: Part III

Part I, II, III, IV, V. The objection which will occur to those, Lord help them, who have had some statistical training is that "increased" means a combination of "linear…
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  1. C- Marie on Why The Recent Claims Of AGI Fail: Plus, A New Test For AGIFebruary 9, 2026

    I understood much of the logic of this. Thank you, Matt! God bless, C- Marie

  2. shawn marshall on Why The Recent Claims Of AGI Fail: Plus, A New Test For AGIFebruary 9, 2026

    I asked Grok to assign probabilities to all the known facts about the Shroud of Turin and then calculate a…

  3. Rudolph Harrier on Why The Recent Claims Of AGI Fail: Plus, A New Test For AGIFebruary 9, 2026

    It's an interesting thought experiment. However, we will never have a practical implementation of the test because it would be…

  4. Briggs on Why The Recent Claims Of AGI Fail: Plus, A New Test For AGIFebruary 9, 2026

    hudbwu, You could be right.

  5. hudbwu on Why The Recent Claims Of AGI Fail: Plus, A New Test For AGIFebruary 9, 2026

    Caution: it may be that intelligence can not be confirmed by any behavioral test. For example, free will can not…

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