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Q&A When and how should the $Z_n^2$ statistic be used?

1 answer  ·  posted 4y ago by HDE 226868‭  ·  last activity 3y ago by HDE 226868‭

Question statistics
#5: Post edited by user avatar HDE 226868‭ · 2020-11-02T02:28:21Z (about 4 years ago)
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal. In this case, the authors picked $n=1$ and used the $Z_1^2$ statistic.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. I assume it should be used only for periodic signals - is that right? If so, what values of $n$ are appropriate for these signals? Is $n=1$ usually adequate?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually coming from the system. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638), since retracted; see [original version](https://arxiv.org/abs/2010.06638v1)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal. In this case, the authors picked $n=1$ and used the $Z_1^2$ statistic.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. I assume it should be used only for periodic signals - is that right? If so, what values of $n$ are appropriate for these signals? Is $n=1$ usually adequate?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually coming from the system. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin. As such, the preprint has been removed.
#4: Post edited by user avatar HDE 226868‭ · 2020-10-17T16:36:57Z (about 4 years ago)
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • In particular, the authors picked $n=1$ and used the $Z_1^2$ statistic. Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. Should it be used only for periodic signals? If so, what values of $n$ are appropriate for these signals - is $n=1$ usually enough?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually coming from the system. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal. In this case, the authors picked $n=1$ and used the $Z_1^2$ statistic.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. I assume it should be used only for periodic signals - is that right? If so, what values of $n$ are appropriate for these signals? Is $n=1$ usually adequate?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually coming from the system. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
#3: Post edited by user avatar HDE 226868‭ · 2020-10-16T20:16:10Z (about 4 years ago)
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • In particular, the authors picked $n=1$ and used the $Z_1^2$ statistic. Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. Should it be used only for periodic signals? If so, what values of $n$ are appropriate for these signals - is $n=1$ usually enough?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually real. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • In particular, the authors picked $n=1$ and used the $Z_1^2$ statistic. Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. Should it be used only for periodic signals? If so, what values of $n$ are appropriate for these signals - is $n=1$ usually enough?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually coming from the system. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
#2: Post edited by user avatar HDE 226868‭ · 2020-10-16T20:11:30Z (about 4 years ago)
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • In particular, the authors picked $n=1$ and used the $Z_1^2$ statistic. Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. Should it be used only for periodic signals? If so, what values of $n$ are appropriate for these signals - is $n=1$ usually enough?
  • [^1] As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually real. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
  • I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
  • $$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
  • with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
  • $$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
  • In particular, the authors picked $n=1$ and used the $Z_1^2$ statistic. Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal.
  • I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. Should it be used only for periodic signals? If so, what values of $n$ are appropriate for these signals - is $n=1$ usually enough?
  • [^1]: As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually real. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.
#1: Initial revision by user avatar HDE 226868‭ · 2020-10-16T20:10:54Z (about 4 years ago)
When and how should the $Z_n^2$ statistic be used?
I was reading a paper ([Kuechel et al. 2020](https://arxiv.org/abs/2010.06638)) claiming a detection of a high-frequency periodic signal coming from a known pulsar.[^1] The authors used something called the $Z_n^2$ statistic, a test I'm not familiar with. Assuming we have a time series of $N+1$ photons with arrival times $t_0,t_1,t_2,\dots,t_N$, we write the phase of the $i$th photon after the first as
$$\phi_i=\nu(t_i-t_0)+\dot{\nu}(t_i-t_0)^2/2+\cdots$$
with $\nu,\dot{\nu},\dots$ being the frequency and frequency time derivatives of the signal. The $Z_n^2$ statistic is then defined as
$$Z_n^2=\frac{2}{N}\sum_{k=1}^n\left[\left(\sum_{i=1}^N\cos(2\pi k\phi_i)\right)^2+\left(\sum_{i=1}^N\sin(2\pi k\phi_i)\right)^2\right]$$
In particular, the authors picked $n=1$ and used the $Z_1^2$ statistic. Higher values of $Z_n^2$ appear to correspond to a strong statistical significance of a signal.

I've never encountered the $Z_n^2$ statistic before, and I've had a hard time tracking down and/or accessing references, so my question has to do with its applicability. Should it be used only for periodic signals? If so, what values of $n$ are appropriate for these signals - is $n=1$ usually enough?

[^1] As a side note, folks who know more about the instrument used than I do are fairly confident that this detection isn't actually real. While the source has a known frequency of $\sim567$ Hz, the frequency Kuechel et al. report detecting is $\sim890$ Hz, which corresponds to a well-known instrumental frequency of the telescope, _NuSTAR_. Therefore, while the signal is real, it's likely not astronomical in origin.