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In general, one can use the metric tensor to raise or lower arbitrary indices, changing the tensor type from $(r,s)$ to $(r+1, s-1)$ or $(r-1, s+1)$.
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In general, one can use the metric tensor to raise or lower arbitrary indices, changing the tensor type from $(r,s)$ to $(r+1, s-1)$ or $(r-1, s+1)$.
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A neat application of this is showing that a non-degenerate bilinear map $g\in T_2^0(V)$ can be lifted to a non-degenerate bilinear map on arbitrary tensors, that is
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\begin{equation}
@@ -270,13 +270,13 @@ \section{Tensors}
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\item Fix a basis for $V$. What does $I_g$ in the previous remark look like with respect to this basis?
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\item Write down $G$ with respect to the basis from the previous point.
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\end{enumerate}
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%In coordinates the one mapping $(r,s)$-tensors to $(r+s, 0)$-tensors is $I_g(\tau) = \tau_{i_1\ldots i_r}^{j_1\ldots j_s} g_{j_1 j_{r+1}} \ldots g_{j_s j_{r+s}}}$
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%If \((g_{ij})\) and \((g^{ij})\) are the matrix element of the matrices representing metric tensor and its inverse resp, then \[ G(\sigma, \tau) = \langle\sigma, \tau\rangle_g := g^{k_1 l_1}\cdots g^{k_rl_r} g_{i_1j_1} \cdots g_{i_sj_s} \sigma_{k_1,\ldots,k_r}^{i_1,\ldots,i_s} \tau_{l_1,\ldots,l_r}^{j_1,\ldots,j_s} \]
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%In coordinates the one mapping $(r,s)$-tensors to $(r+s, 0)$-tensors is $I_g(\tau) = \tau_{i_1\ldots i_r}^{j_1\ldots j_s} g_{j_1 j_{r+1}} \ldots g_{j_s j_{r+s}}}$
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%If \((g_{ij})\) and \((g^{ij})\) are the matrix element of the matrices representing metric tensor and its inverse resp, then \[ G(\sigma, \tau) = \langle\sigma, \tau\rangle_g := g^{k_1 l_1}\cdots g^{k_rl_r} g_{i_1j_1} \cdots g_{i_sj_s} \sigma_{k_1,\ldots,k_r}^{i_1,\ldots,i_s} \tau_{l_1,\ldots,l_r}^{j_1,\ldots,j_s} \]
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\end{exercise}
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\begin{remark}
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\begin{remark}\label{rem:gradedtensoralgebra}
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Interestingly, even though none of the tensor spaces $T_s^r(V)$ are algebras, the map $\otimes$ makes the collection of all tensor spaces
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\marginnote{This is a so-called \emph{graded algebra} since $\otimes : T_s^r(V)\times T_{s'}^{r'}(V) \to T_{s+s'}^{r+r'}(V)$ in some sense moves along the structure of the indices.}
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\marginnote{This is a so-called \emph{graded algebra} since $\otimes : T_s^r(V)\times T_{s'}^{r'}(V) \to T_{s+s'}^{r+r'}(V)$ in some sense moves along the structure of the indices. Technically, an algebra is graded if its additive group can be decomposed into a direct sum of subgroups. Any element has a degree defined by the subgroup it belongs to.}
This immediately exposes the transformation laws for the change of coordinates: let $(U, \psi)$ be another chart on $U$ with local coordinates $(y^i)$, then $dy^i = \psi^* de^i$ and $\frac{\partial}{\partial y^i} = (\psi^{-1})_* e_i$. If we denote $\sigma = \psi\circ\varphi^{-1}$ the transition map in $\R^n$, we get
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@@ -286,7 +286,7 @@ \section{Differential forms on manifolds}
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\begin{equation}
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\Omega^*(M) = \bigoplus_{k=0}^n \Omega^k(M),
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\end{equation}
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then the wedge product turns $\Omega^*(M)$ into an associative, anticommutative graded algebra.
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then the wedge product turns $\Omega^*(M)$ into an associative, anticommutative graded algebra\footnote{Recall Remark~\ref{rem:gradedtensoralgebra}}.
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\end{remark}
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The following theorem gives a computational rule for pullbacks of differential forms similar to the ones we developed for covector fields and arbitrary tensor fields earlier.
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